{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Purpose of this notebook is to create a dataset with labels and XGB Predictions so that we can use it for Stacking purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "BUCKET_NAME = \"msil_raw\"\n",
    "FOLDER_NAME = \"training_data\"\n",
    "TRAINFILE = \"trainset.csv\"\n",
    "VALIDFILE = \"validset.csv\"\n",
    "TESTFILE = \"testset.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import google.datalab.storage as storage\n",
    "import pandas as pd\n",
    "from io import BytesIO\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import xgboost as xgb\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "import time\n",
    "from datetime import datetime\n",
    "from scipy import integrate\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# setting up the parameters\n",
    "plt.rcParams[\"figure.figsize\"] = (10, 10)\n",
    "pd.set_option(\"display.max_rows\", 200)\n",
    "pd.set_option(\"display.max_columns\", 200)\n",
    "pd.set_option(\"precision\", 15)\n",
    "sns.set_style(\"darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IMEI</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Minute</th>\n",
       "      <th>Seconds</th>\n",
       "      <th>tp</th>\n",
       "      <th>sp</th>\n",
       "      <th>EVVSP</th>\n",
       "      <th>EVVSP_delta</th>\n",
       "      <th>EVVSP_change</th>\n",
       "      <th>EVGPO</th>\n",
       "      <th>EVOAS</th>\n",
       "      <th>EVIGM_Latest</th>\n",
       "      <th>EVCOM_Latest</th>\n",
       "      <th>EVACO_Z</th>\n",
       "      <th>EVIRT_Min</th>\n",
       "      <th>EVDI2</th>\n",
       "      <th>EVBMI_Latest</th>\n",
       "      <th>EVBMA_Latest</th>\n",
       "      <th>EVVAC</th>\n",
       "      <th>EVVAC_delta</th>\n",
       "      <th>EVVAC_change</th>\n",
       "      <th>EVODO</th>\n",
       "      <th>EVODOH</th>\n",
       "      <th>EVSMA_EWMA</th>\n",
       "      <th>EVSMA_delta</th>\n",
       "      <th>EVSMA_in</th>\n",
       "      <th>combine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>2018</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.250000000000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>-64.0</td>\n",
       "      <td>213</td>\n",
       "      <td>22</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>0.000000000000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>806</td>\n",
       "      <td>0.000000000000000</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>1263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>2018</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>51.492199999999997</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>-56.0</td>\n",
       "      <td>213</td>\n",
       "      <td>22</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>-4.882777777777787</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>806</td>\n",
       "      <td>0.014547527777778</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>1263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>2018</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>50.367199999999997</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>-36.0</td>\n",
       "      <td>213</td>\n",
       "      <td>22</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>-3.125000000000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>806</td>\n",
       "      <td>0.028694666666667</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>1263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2018</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>48.804699999999997</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>213</td>\n",
       "      <td>22</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>-4.340277777777780</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>806</td>\n",
       "      <td>0.042468541666667</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>1263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2018</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>47.101599999999998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>-72.0</td>\n",
       "      <td>213</td>\n",
       "      <td>22</td>\n",
       "      <td>21.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>-4.730833333333331</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>806</td>\n",
       "      <td>0.055788861111111</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.099999999999994</td>\n",
       "      <td>1263</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   IMEI  Year  Month  Day  Hour  Minute  Seconds  tp      sp  \\\n",
       "0     4  2018     11   15     7       9       39   1     0.0   \n",
       "1     4  2018     11   15     7       9       40   1  1000.0   \n",
       "2     4  2018     11   15     7       9       41   1  2000.0   \n",
       "3     4  2018     11   15     7       9       42   1  3000.0   \n",
       "4     4  2018     11   15     7       9       43   1  4000.0   \n",
       "\n",
       "                EVVSP  EVVSP_delta  EVVSP_change  EVGPO  EVOAS  EVIGM_Latest  \\\n",
       "0  53.250000000000000          0.0           0.0      0   20.0            25   \n",
       "1  51.492199999999997          0.0           0.0      0   20.0            25   \n",
       "2  50.367199999999997          0.0           0.0      0   20.0            25   \n",
       "3  48.804699999999997          0.0           0.0      0   20.0            25   \n",
       "4  47.101599999999998          0.0           0.0      0   20.0            25   \n",
       "\n",
       "   EVCOM_Latest  EVACO_Z  EVIRT_Min  EVDI2  EVBMI_Latest  EVBMA_Latest  \\\n",
       "0            38    -64.0        213     22          21.5          22.5   \n",
       "1            38    -56.0        213     22          21.5          22.5   \n",
       "2            38    -36.0        213     22          21.5          22.5   \n",
       "3            38    -25.0        213     22          21.5          22.5   \n",
       "4            38    -72.0        213     22          21.5          22.5   \n",
       "\n",
       "               EVVAC  EVVAC_delta  EVVAC_change  EVODO             EVODOH  \\\n",
       "0  0.000000000000000          0.0           0.0    806  0.000000000000000   \n",
       "1 -4.882777777777787          0.0           0.0    806  0.014547527777778   \n",
       "2 -3.125000000000000          0.0           0.0    806  0.028694666666667   \n",
       "3 -4.340277777777780          0.0           0.0    806  0.042468541666667   \n",
       "4 -4.730833333333331          0.0           0.0    806  0.055788861111111   \n",
       "\n",
       "           EVSMA_EWMA  EVSMA_delta            EVSMA_in  combine  \n",
       "0  68.099999999999994          0.0  68.099999999999994     1263  \n",
       "1  68.099999999999994          0.0  68.099999999999994     1263  \n",
       "2  68.099999999999994          0.0  68.099999999999994     1263  \n",
       "3  68.099999999999994          0.0  68.099999999999994     1263  \n",
       "4  68.099999999999994          0.0  68.099999999999994     1263  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mybucket = storage.Bucket(BUCKET_NAME)\n",
    "data_csv = mybucket.object(FOLDER_NAME + \"/\" + TRAINFILE)\n",
    "\n",
    "uri = data_csv.uri\n",
    "%gcs read --object $uri --variable data\n",
    "\n",
    "trainset = pd.read_csv(BytesIO(data))\n",
    "trainset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# loading the model\n",
    "model_train = pickle.load(open('model_xgb_stack_2.pickle.dat','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_trip = trainset[trainset[\"combine\"] == 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SMA Absolute = 93.0\n"
     ]
    }
   ],
   "source": [
    "sma_absolute = test_trip[\"EVSMA_EWMA\"].iloc[0]\n",
    "print(\"SMA Absolute = {}\".format(sma_absolute))\n",
    "\n",
    "sma_actual = test_trip[\"EVSMA_EWMA\"]\n",
    "\n",
    "test_trip = test_trip.drop(columns = [\"IMEI\", \"EVSMA_EWMA\", \"tp\", \"combine\"])\n",
    "\n",
    "x_test_trip = test_trip.drop(columns = [\"EVSMA_delta\"])\n",
    "y_test_trip = test_trip[\"EVSMA_delta\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_test_trip = xgb.DMatrix(x_test_trip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = model_train.predict(d_test_trip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(0, len(predictions)):\n",
    "  if predictions[i]<0:\n",
    "    predictions[i]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# making a dataframe of actual and predicted values\n",
    "test_trip_df = pd.DataFrame({\n",
    "    \"y\": y_test_trip,\n",
    "    \"yhat\": predictions\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "sma_list = []\n",
    "for i in range(0, len(predictions)):\n",
    "  temp_sma = sma_absolute - predictions[i]\n",
    "  sma_list.append(temp_sma)\n",
    "  sma_absolute = temp_sma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "stacked_df = pd.DataFrame({\n",
    "    \"y\": sma_actual,\n",
    "    \"yhat\": sma_list\n",
    "}).reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>yhat</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>93.0</td>\n",
       "      <td>92.999512761831284</td>\n",
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       "      <th>1</th>\n",
       "      <td>93.0</td>\n",
       "      <td>92.999027460813522</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>93.0</td>\n",
       "      <td>92.998551100492477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>93.0</td>\n",
       "      <td>92.998097628355026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>93.0</td>\n",
       "      <td>92.997581630945206</td>\n",
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      "text/plain": [
       "      y                yhat\n",
       "0  93.0  92.999512761831284\n",
       "1  93.0  92.999027460813522\n",
       "2  93.0  92.998551100492477\n",
       "3  93.0  92.998097628355026\n",
       "4  93.0  92.997581630945206"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stacked_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/matplotlib/font_manager.py:1320: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff47b6530f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(sma_list, label = \"prediction\")\n",
    "plt.plot(list(sma_actual), label = \"actual\")\n",
    "plt.title(\"XGB_02\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>71.900000000000006</td>\n",
       "      <td>71.899833226203924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>71.900000000000006</td>\n",
       "      <td>71.899671489000326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>71.900000000000006</td>\n",
       "      <td>71.899527961015707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>71.900000000000006</td>\n",
       "      <td>71.899389499425908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>71.900000000000006</td>\n",
       "      <td>71.899271988868719</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    y                yhat\n",
       "0  71.900000000000006  71.899833226203924\n",
       "1  71.900000000000006  71.899671489000326\n",
       "2  71.900000000000006  71.899527961015707\n",
       "3  71.900000000000006  71.899389499425908\n",
       "4  71.900000000000006  71.899271988868719"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mybucket = storage.Bucket(BUCKET_NAME)\n",
    "data_csv = mybucket.object(FOLDER_NAME + \"/\" + \"stacked_data_xgb.csv\")\n",
    "\n",
    "uri = data_csv.uri\n",
    "%gcs read --object $uri --variable data\n",
    "\n",
    "stacked_xgb = pd.read_csv(BytesIO(data))\n",
    "stacked_xgb.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3000"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(stacked_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "stacked_df = pd.concat((stacked_xgb, stacked_df), axis = 0).reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5520"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(stacked_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "- [1 files][192.0 KiB/192.0 KiB]                                                \n",
      "Operation completed over 1 objects/192.0 KiB.                                    \n"
     ]
    }
   ],
   "source": [
    "stacked_df.to_csv('stacked_data_xgb.csv', index = False)\n",
    "!gsutil cp 'stacked_data_xgb.csv' 'gs://msil_raw/training_data/stacked_data_xgb.csv'\n",
    "%gcs read --object gs://msil_raw/training_data/stacked_data_xgb.csv --variable stacked_data\n",
    "df2 = pd.read_csv(BytesIO(stacked_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------\n",
      "Test Trip 701\n",
      "SMA Absolute = 85.6\n",
      "Error for the Trip = 3.81 %\n",
      "length of the test trip df = 7560\n",
      "Length of stacked DF length prior = 1464143\n",
      "Length of stacked DF length after = 1471703\n",
      "\n",
      "\n",
      "Updates are available for some Cloud SDK components.  To install them,\n",
      "please run:\n",
      "  $ gcloud components update\n",
      "\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 49.8 MiB/ 49.8 MiB]                                                \n",
      "Operation completed over 1 objects/49.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 702\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 4.24 %\n",
      "length of the test trip df = 4740\n",
      "Length of stacked DF length prior = 1471703\n",
      "Length of stacked DF length after = 1476443\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 50.0 MiB/ 50.0 MiB]                                                \n",
      "Operation completed over 1 objects/50.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 703\n",
      "SMA Absolute = 55.2\n",
      "Error for the Trip = 5.98 %\n",
      "length of the test trip df = 2220\n",
      "Length of stacked DF length prior = 1476443\n",
      "Length of stacked DF length after = 1478663\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 50.1 MiB/ 50.1 MiB]                                                \n",
      "Operation completed over 1 objects/50.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 704\n",
      "SMA Absolute = 87.6\n",
      "Error for the Trip = -1.61 %\n",
      "length of the test trip df = 7080\n",
      "Length of stacked DF length prior = 1478663\n",
      "Length of stacked DF length after = 1485743\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 50.3 MiB/ 50.3 MiB]                                                \n",
      "Operation completed over 1 objects/50.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 705\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = -2.22 %\n",
      "length of the test trip df = 5340\n",
      "Length of stacked DF length prior = 1485743\n",
      "Length of stacked DF length after = 1491083\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 50.5 MiB/ 50.5 MiB]                                                \n",
      "Operation completed over 1 objects/50.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 706\n",
      "SMA Absolute = 54.1\n",
      "Error for the Trip = 2.62 %\n",
      "length of the test trip df = 2700\n",
      "Length of stacked DF length prior = 1491083\n",
      "Length of stacked DF length after = 1493783\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 50.6 MiB/ 50.6 MiB]                                                \n",
      "Operation completed over 1 objects/50.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 707\n",
      "SMA Absolute = 58.7\n",
      "Error for the Trip = -370.34 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 1493783\n",
      "Length of stacked DF length after = 1493963\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 50.6 MiB/ 50.6 MiB]                                                \n",
      "Operation completed over 1 objects/50.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 708\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -4.12 %\n",
      "length of the test trip df = 7560\n",
      "Length of stacked DF length prior = 1493963\n",
      "Length of stacked DF length after = 1501523\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 50.8 MiB/ 50.8 MiB]                                                \n",
      "Operation completed over 1 objects/50.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 709\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -0.06 %\n",
      "length of the test trip df = 5280\n",
      "Length of stacked DF length prior = 1501523\n",
      "Length of stacked DF length after = 1506803\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.0 MiB/ 51.0 MiB]                                                \n",
      "Operation completed over 1 objects/51.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 710\n",
      "SMA Absolute = 62.6\n",
      "Error for the Trip = -6.06 %\n",
      "length of the test trip df = 2220\n",
      "Length of stacked DF length prior = 1506803\n",
      "Length of stacked DF length after = 1509023\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.1 MiB/ 51.1 MiB]                                                \n",
      "Operation completed over 1 objects/51.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 711\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = 4.85 %\n",
      "length of the test trip df = 7380\n",
      "Length of stacked DF length prior = 1509023\n",
      "Length of stacked DF length after = 1516403\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.4 MiB/ 51.4 MiB]                                                \n",
      "Operation completed over 1 objects/51.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 712\n",
      "SMA Absolute = 69.9\n",
      "Error for the Trip = -172758348595100.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 1516403\n",
      "Length of stacked DF length after = 1516463\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.4 MiB/ 51.4 MiB]                                                \n",
      "Operation completed over 1 objects/51.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 713\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1516463\n",
      "Length of stacked DF length after = 1516523\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.4 MiB/ 51.4 MiB]                                                \n",
      "Operation completed over 1 objects/51.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 714\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = -6.17 %\n",
      "length of the test trip df = 10680\n",
      "Length of stacked DF length prior = 1516523\n",
      "Length of stacked DF length after = 1527203\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.7 MiB/ 51.7 MiB]                                                \n",
      "Operation completed over 1 objects/51.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 715\n",
      "SMA Absolute = 74.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1527203\n",
      "Length of stacked DF length after = 1527263\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.7 MiB/ 51.7 MiB]                                                \n",
      "Operation completed over 1 objects/51.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 716\n",
      "SMA Absolute = 76.3\n",
      "Error for the Trip = 48.36 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 1527263\n",
      "Length of stacked DF length after = 1527443\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 51.7 MiB/ 51.7 MiB]                                                \n",
      "Operation completed over 1 objects/51.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 717\n",
      "SMA Absolute = 88.7\n",
      "Error for the Trip = -1.70 %\n",
      "length of the test trip df = 7500\n",
      "Length of stacked DF length prior = 1527443\n",
      "Length of stacked DF length after = 1534943\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 52.0 MiB/ 52.0 MiB]                                                \n",
      "Operation completed over 1 objects/52.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 718\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -8.04 %\n",
      "length of the test trip df = 5040\n",
      "Length of stacked DF length prior = 1534943\n",
      "Length of stacked DF length after = 1539983\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 52.2 MiB/ 52.2 MiB]                                                \n",
      "Operation completed over 1 objects/52.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 719\n",
      "SMA Absolute = 59.3\n",
      "Error for the Trip = 3.17 %\n",
      "length of the test trip df = 2160\n",
      "Length of stacked DF length prior = 1539983\n",
      "Length of stacked DF length after = 1542143\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 52.2 MiB/ 52.2 MiB]                                                \n",
      "Operation completed over 1 objects/52.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 720\n",
      "SMA Absolute = 88.7\n",
      "Error for the Trip = 1.95 %\n",
      "length of the test trip df = 7260\n",
      "Length of stacked DF length prior = 1542143\n",
      "Length of stacked DF length after = 1549403\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 52.5 MiB/ 52.5 MiB]                                                \n",
      "Operation completed over 1 objects/52.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 721\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -0.32 %\n",
      "length of the test trip df = 4740\n",
      "Length of stacked DF length prior = 1549403\n",
      "Length of stacked DF length after = 1554143\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 52.6 MiB/ 52.6 MiB]                                                \n",
      "Operation completed over 1 objects/52.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 722\n",
      "SMA Absolute = 57.3\n",
      "Error for the Trip = 2.68 %\n",
      "length of the test trip df = 2040\n",
      "Length of stacked DF length prior = 1554143\n",
      "Length of stacked DF length after = 1556183\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 52.7 MiB/ 52.7 MiB]                                                \n",
      "Operation completed over 1 objects/52.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 723\n",
      "SMA Absolute = 88.6\n",
      "Error for the Trip = 1.15 %\n",
      "length of the test trip df = 6900\n",
      "Length of stacked DF length prior = 1556183\n",
      "Length of stacked DF length after = 1563083\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.0 MiB/ 53.0 MiB]                                                \n",
      "Operation completed over 1 objects/53.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 724\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -2.15 %\n",
      "length of the test trip df = 4920\n",
      "Length of stacked DF length prior = 1563083\n",
      "Length of stacked DF length after = 1568003\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.1 MiB/ 53.1 MiB]                                                \n",
      "Operation completed over 1 objects/53.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 725\n",
      "SMA Absolute = 57.2\n",
      "Error for the Trip = 3.78 %\n",
      "length of the test trip df = 1980\n",
      "Length of stacked DF length prior = 1568003\n",
      "Length of stacked DF length after = 1569983\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.2 MiB/ 53.2 MiB]                                                \n",
      "Operation completed over 1 objects/53.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 726\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = -3.92 %\n",
      "length of the test trip df = 6840\n",
      "Length of stacked DF length prior = 1569983\n",
      "Length of stacked DF length after = 1576823\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.4 MiB/ 53.4 MiB]                                                \n",
      "Operation completed over 1 objects/53.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 727\n",
      "SMA Absolute = 52.1\n",
      "Error for the Trip = -0.38 %\n",
      "length of the test trip df = 2520\n",
      "Length of stacked DF length prior = 1576823\n",
      "Length of stacked DF length after = 1579343\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.5 MiB/ 53.5 MiB]                                                \n",
      "Operation completed over 1 objects/53.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 728\n",
      "SMA Absolute = 75.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1579343\n",
      "Length of stacked DF length after = 1579403\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.5 MiB/ 53.5 MiB]                                                \n",
      "Operation completed over 1 objects/53.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 729\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -1.20 %\n",
      "length of the test trip df = 5820\n",
      "Length of stacked DF length prior = 1579403\n",
      "Length of stacked DF length after = 1585223\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.7 MiB/ 53.7 MiB]                                                \n",
      "Operation completed over 1 objects/53.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 730\n",
      "SMA Absolute = 48.2\n",
      "Error for the Trip = 2.67 %\n",
      "length of the test trip df = 1860\n",
      "Length of stacked DF length prior = 1585223\n",
      "Length of stacked DF length after = 1587083\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.8 MiB/ 53.8 MiB]                                                \n",
      "Operation completed over 1 objects/53.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 731\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -3.15 %\n",
      "length of the test trip df = 4800\n",
      "Length of stacked DF length prior = 1587083\n",
      "Length of stacked DF length after = 1591883\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 53.9 MiB/ 53.9 MiB]                                                \n",
      "Operation completed over 1 objects/53.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 732\n",
      "SMA Absolute = 59.4\n",
      "Error for the Trip = 4.06 %\n",
      "length of the test trip df = 2280\n",
      "Length of stacked DF length prior = 1591883\n",
      "Length of stacked DF length after = 1594163\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.0 MiB/ 54.0 MiB]                                                \n",
      "Operation completed over 1 objects/54.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 733\n",
      "SMA Absolute = 91.5\n",
      "Error for the Trip = 1.63 %\n",
      "length of the test trip df = 7500\n",
      "Length of stacked DF length prior = 1594163\n",
      "Length of stacked DF length after = 1601663\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.3 MiB/ 54.3 MiB]                                                \n",
      "Operation completed over 1 objects/54.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 734\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 1.86 %\n",
      "length of the test trip df = 4620\n",
      "Length of stacked DF length prior = 1601663\n",
      "Length of stacked DF length after = 1606283\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.4 MiB/ 54.4 MiB]                                                \n",
      "Operation completed over 1 objects/54.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 735\n",
      "SMA Absolute = 56.2\n",
      "Error for the Trip = 2.49 %\n",
      "length of the test trip df = 2580\n",
      "Length of stacked DF length prior = 1606283\n",
      "Length of stacked DF length after = 1608863\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.5 MiB/ 54.5 MiB]                                                \n",
      "Operation completed over 1 objects/54.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 736\n",
      "SMA Absolute = 87.7\n",
      "Error for the Trip = -1.33 %\n",
      "length of the test trip df = 5760\n",
      "Length of stacked DF length prior = 1608863\n",
      "Length of stacked DF length after = 1614623\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.7 MiB/ 54.7 MiB]                                                \n",
      "Operation completed over 1 objects/54.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 737\n",
      "SMA Absolute = 46.4\n",
      "Error for the Trip = 0.49 %\n",
      "length of the test trip df = 1860\n",
      "Length of stacked DF length prior = 1614623\n",
      "Length of stacked DF length after = 1616483\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.8 MiB/ 54.8 MiB]                                                \n",
      "Operation completed over 1 objects/54.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 738\n",
      "SMA Absolute = 93.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 360\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1616483\n",
      "Length of stacked DF length after = 1616843\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.8 MiB/ 54.8 MiB]                                                \n",
      "Operation completed over 1 objects/54.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 739\n",
      "SMA Absolute = 40.5\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1616843\n",
      "Length of stacked DF length after = 1616903\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.8 MiB/ 54.8 MiB]                                                \n",
      "Operation completed over 1 objects/54.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 740\n",
      "SMA Absolute = 40.4\n",
      "Error for the Trip = -7554360934300.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 1616903\n",
      "Length of stacked DF length after = 1616963\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.8 MiB/ 54.8 MiB]                                                \n",
      "Operation completed over 1 objects/54.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 741\n",
      "SMA Absolute = 46.3\n",
      "Error for the Trip = -23.31 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 1616963\n",
      "Length of stacked DF length after = 1617923\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 54.8 MiB/ 54.8 MiB]                                                \n",
      "Operation completed over 1 objects/54.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 742\n",
      "SMA Absolute = 93.8\n",
      "Error for the Trip = -3.04 %\n",
      "length of the test trip df = 9240\n",
      "Length of stacked DF length prior = 1617923\n",
      "Length of stacked DF length after = 1627163\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.1 MiB/ 55.1 MiB]                                                \n",
      "Operation completed over 1 objects/55.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 743\n",
      "SMA Absolute = 85.4\n",
      "Error for the Trip = 0.20 %\n",
      "length of the test trip df = 4980\n",
      "Length of stacked DF length prior = 1627163\n",
      "Length of stacked DF length after = 1632143\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 55.3 MiB/ 55.3 MiB]                                                \n",
      "Operation completed over 1 objects/55.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 744\n",
      "SMA Absolute = 59.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1632143\n",
      "Length of stacked DF length after = 1632203\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.3 MiB/ 55.3 MiB]                                                \n",
      "Operation completed over 1 objects/55.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 745\n",
      "SMA Absolute = 60.6\n",
      "Error for the Trip = 3.29 %\n",
      "length of the test trip df = 4080\n",
      "Length of stacked DF length prior = 1632203\n",
      "Length of stacked DF length after = 1636283\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.4 MiB/ 55.4 MiB]                                                \n",
      "Operation completed over 1 objects/55.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 746\n",
      "SMA Absolute = 39.7\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1636283\n",
      "Length of stacked DF length after = 1636343\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.4 MiB/ 55.4 MiB]                                                \n",
      "Operation completed over 1 objects/55.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 747\n",
      "SMA Absolute = 39.7\n",
      "Error for the Trip = -161.29 %\n",
      "length of the test trip df = 600\n",
      "Length of stacked DF length prior = 1636343\n",
      "Length of stacked DF length after = 1636943\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.5 MiB/ 55.5 MiB]                                                \n",
      "Operation completed over 1 objects/55.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 748\n",
      "SMA Absolute = 41.2\n",
      "Error for the Trip = -241523123814300.00 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 1636943\n",
      "Length of stacked DF length after = 1637183\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.5 MiB/ 55.5 MiB]                                                \n",
      "Operation completed over 1 objects/55.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 749\n",
      "SMA Absolute = 41.3\n",
      "Error for the Trip = 21.89 %\n",
      "length of the test trip df = 420\n",
      "Length of stacked DF length prior = 1637183\n",
      "Length of stacked DF length after = 1637603\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.5 MiB/ 55.5 MiB]                                                \n",
      "Operation completed over 1 objects/55.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 750\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = 8.54 %\n",
      "length of the test trip df = 5880\n",
      "Length of stacked DF length prior = 1637603\n",
      "Length of stacked DF length after = 1643483\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.7 MiB/ 55.7 MiB]                                                \n",
      "Operation completed over 1 objects/55.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 751\n",
      "SMA Absolute = 81.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 480\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1643483\n",
      "Length of stacked DF length after = 1643963\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.7 MiB/ 55.7 MiB]                                                \n",
      "Operation completed over 1 objects/55.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 752\n",
      "SMA Absolute = 79.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1643963\n",
      "Length of stacked DF length after = 1644023\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.7 MiB/ 55.7 MiB]                                                \n",
      "Operation completed over 1 objects/55.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 753\n",
      "SMA Absolute = 79.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 360\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1644023\n",
      "Length of stacked DF length after = 1644383\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 55.7 MiB/ 55.7 MiB]                                                \n",
      "Operation completed over 1 objects/55.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 754\n",
      "SMA Absolute = 84.2\n",
      "Error for the Trip = 2.88 %\n",
      "length of the test trip df = 8040\n",
      "Length of stacked DF length prior = 1644383\n",
      "Length of stacked DF length after = 1652423\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.0 MiB/ 56.0 MiB]                                                \n",
      "Operation completed over 1 objects/56.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 755\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -4104653688012700.00 %\n",
      "length of the test trip df = 480\n",
      "Length of stacked DF length prior = 1652423\n",
      "Length of stacked DF length after = 1652903\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.0 MiB/ 56.0 MiB]                                                \n",
      "Operation completed over 1 objects/56.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 756\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = 11.48 %\n",
      "length of the test trip df = 4116\n",
      "Length of stacked DF length prior = 1652903\n",
      "Length of stacked DF length after = 1657019\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.1 MiB/ 56.1 MiB]                                                \n",
      "Operation completed over 1 objects/56.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 757\n",
      "SMA Absolute = 90.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1657019\n",
      "Length of stacked DF length after = 1657139\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.1 MiB/ 56.1 MiB]                                                \n",
      "Operation completed over 1 objects/56.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 758\n",
      "SMA Absolute = 90.6\n",
      "Error for the Trip = -0.23 %\n",
      "length of the test trip df = 8580\n",
      "Length of stacked DF length prior = 1657139\n",
      "Length of stacked DF length after = 1665719\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.4 MiB/ 56.4 MiB]                                                \n",
      "Operation completed over 1 objects/56.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 759\n",
      "SMA Absolute = 72.1\n",
      "Error for the Trip = -1317.52 %\n",
      "length of the test trip df = 2280\n",
      "Length of stacked DF length prior = 1665719\n",
      "Length of stacked DF length after = 1667999\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.5 MiB/ 56.5 MiB]                                                \n",
      "Operation completed over 1 objects/56.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 760\n",
      "SMA Absolute = 72.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1667999\n",
      "Length of stacked DF length after = 1668119\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.5 MiB/ 56.5 MiB]                                                \n",
      "Operation completed over 1 objects/56.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 761\n",
      "SMA Absolute = 72.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1668119\n",
      "Length of stacked DF length after = 1668239\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.5 MiB/ 56.5 MiB]                                                \n",
      "Operation completed over 1 objects/56.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 762\n",
      "SMA Absolute = 71.8\n",
      "Error for the Trip = 2.90 %\n",
      "length of the test trip df = 2520\n",
      "Length of stacked DF length prior = 1668239\n",
      "Length of stacked DF length after = 1670759\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.6 MiB/ 56.6 MiB]                                                \n",
      "Operation completed over 1 objects/56.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 763\n",
      "SMA Absolute = 44.0\n",
      "Error for the Trip = -5.47 %\n",
      "length of the test trip df = 2460\n",
      "Length of stacked DF length prior = 1670759\n",
      "Length of stacked DF length after = 1673219\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.7 MiB/ 56.7 MiB]                                                \n",
      "Operation completed over 1 objects/56.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 764\n",
      "SMA Absolute = 29.1\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1673219\n",
      "Length of stacked DF length after = 1673279\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.7 MiB/ 56.7 MiB]                                                \n",
      "Operation completed over 1 objects/56.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 765\n",
      "SMA Absolute = 81.7\n",
      "Error for the Trip = -5.12 %\n",
      "length of the test trip df = 4740\n",
      "Length of stacked DF length prior = 1673279\n",
      "Length of stacked DF length after = 1678019\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.8 MiB/ 56.8 MiB]                                                \n",
      "Operation completed over 1 objects/56.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 766\n",
      "SMA Absolute = 61.9\n",
      "Error for the Trip = -10.49 %\n",
      "length of the test trip df = 3240\n",
      "Length of stacked DF length prior = 1678019\n",
      "Length of stacked DF length after = 1681259\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 767\n",
      "SMA Absolute = 59.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1681259\n",
      "Length of stacked DF length after = 1681379\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 768\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -23.45 %\n",
      "length of the test trip df = 359\n",
      "Length of stacked DF length prior = 1681379\n",
      "Length of stacked DF length after = 1681738\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 769\n",
      "SMA Absolute = 39.7\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1681738\n",
      "Length of stacked DF length after = 1681798\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 770\n",
      "SMA Absolute = 39.7\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1681798\n",
      "Length of stacked DF length after = 1681858\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 771\n",
      "SMA Absolute = 39.6\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1681858\n",
      "Length of stacked DF length after = 1681918\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 772\n",
      "SMA Absolute = 39.6\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1681918\n",
      "Length of stacked DF length after = 1681978\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 773\n",
      "SMA Absolute = 39.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1681978\n",
      "Length of stacked DF length after = 1682098\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 56.9 MiB/ 56.9 MiB]                                                \n",
      "Operation completed over 1 objects/56.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 774\n",
      "SMA Absolute = 41.5\n",
      "Error for the Trip = -7.90 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 1682098\n",
      "Length of stacked DF length after = 1682398\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.0 MiB/ 57.0 MiB]                                                \n",
      "Operation completed over 1 objects/57.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 775\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = -137.63 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 1682398\n",
      "Length of stacked DF length after = 1682518\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.0 MiB/ 57.0 MiB]                                                \n",
      "Operation completed over 1 objects/57.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 776\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = 1.09 %\n",
      "length of the test trip df = 8340\n",
      "Length of stacked DF length prior = 1682518\n",
      "Length of stacked DF length after = 1690858\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.2 MiB/ 57.2 MiB]                                                \n",
      "Operation completed over 1 objects/57.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 777\n",
      "SMA Absolute = 77.1\n",
      "Error for the Trip = 0.13 %\n",
      "length of the test trip df = 6359\n",
      "Length of stacked DF length prior = 1690858\n",
      "Length of stacked DF length after = 1697217\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 778\n",
      "SMA Absolute = 40.6\n",
      "Error for the Trip = -104.60 %\n",
      "length of the test trip df = 600\n",
      "Length of stacked DF length prior = 1697217\n",
      "Length of stacked DF length after = 1697817\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 779\n",
      "SMA Absolute = 39.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1697817\n",
      "Length of stacked DF length after = 1697877\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 780\n",
      "SMA Absolute = 39.9\n",
      "Error for the Trip = -46.08 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 1697877\n",
      "Length of stacked DF length after = 1698117\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 781\n",
      "SMA Absolute = 39.7\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1698117\n",
      "Length of stacked DF length after = 1698177\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 782\n",
      "SMA Absolute = 39.7\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1698177\n",
      "Length of stacked DF length after = 1698237\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 783\n",
      "SMA Absolute = 94.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1698237\n",
      "Length of stacked DF length after = 1698297\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 784\n",
      "SMA Absolute = 94.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1698297\n",
      "Length of stacked DF length after = 1698477\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.5 MiB/ 57.5 MiB]                                                \n",
      "Operation completed over 1 objects/57.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 785\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = 1.44 %\n",
      "length of the test trip df = 6300\n",
      "Length of stacked DF length prior = 1698477\n",
      "Length of stacked DF length after = 1704777\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.7 MiB/ 57.7 MiB]                                                \n",
      "Operation completed over 1 objects/57.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 786\n",
      "SMA Absolute = 89.4\n",
      "Error for the Trip = 0.63 %\n",
      "length of the test trip df = 5280\n",
      "Length of stacked DF length prior = 1704777\n",
      "Length of stacked DF length after = 1710057\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.9 MiB/ 57.9 MiB]                                                \n",
      "Operation completed over 1 objects/57.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 787\n",
      "SMA Absolute = 53.6\n",
      "Error for the Trip = -11.85 %\n",
      "length of the test trip df = 1440\n",
      "Length of stacked DF length prior = 1710057\n",
      "Length of stacked DF length after = 1711497\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 57.9 MiB/ 57.9 MiB]                                                \n",
      "Operation completed over 1 objects/57.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 788\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = 3.32 %\n",
      "length of the test trip df = 5400\n",
      "Length of stacked DF length prior = 1711497\n",
      "Length of stacked DF length after = 1716897\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.1 MiB/ 58.1 MiB]                                                \n",
      "Operation completed over 1 objects/58.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 789\n",
      "SMA Absolute = 91.3\n",
      "Error for the Trip = 2.23 %\n",
      "length of the test trip df = 9060\n",
      "Length of stacked DF length prior = 1716897\n",
      "Length of stacked DF length after = 1725957\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.4 MiB/ 58.4 MiB]                                                \n",
      "Operation completed over 1 objects/58.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 790\n",
      "SMA Absolute = 67.3\n",
      "Error for the Trip = 24.17 %\n",
      "length of the test trip df = 420\n",
      "Length of stacked DF length prior = 1725957\n",
      "Length of stacked DF length after = 1726377\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.4 MiB/ 58.4 MiB]                                                \n",
      "Operation completed over 1 objects/58.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 791\n",
      "SMA Absolute = 66.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 479\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1726377\n",
      "Length of stacked DF length after = 1726856\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.5 MiB/ 58.5 MiB]                                                \n",
      "Operation completed over 1 objects/58.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 792\n",
      "SMA Absolute = 72.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 1140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1726856\n",
      "Length of stacked DF length after = 1727996\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.5 MiB/ 58.5 MiB]                                                \n",
      "Operation completed over 1 objects/58.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 793\n",
      "SMA Absolute = 83.5\n",
      "Error for the Trip = -193.69 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 1727996\n",
      "Length of stacked DF length after = 1728176\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.5 MiB/ 58.5 MiB]                                                \n",
      "Operation completed over 1 objects/58.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 794\n",
      "SMA Absolute = 81.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1728176\n",
      "Length of stacked DF length after = 1728236\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.5 MiB/ 58.5 MiB]                                                \n",
      "Operation completed over 1 objects/58.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 795\n",
      "SMA Absolute = 94.6\n",
      "Error for the Trip = -4.12 %\n",
      "length of the test trip df = 10380\n",
      "Length of stacked DF length prior = 1728236\n",
      "Length of stacked DF length after = 1738616\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 58.8 MiB/ 58.8 MiB]                                                \n",
      "Operation completed over 1 objects/58.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 796\n",
      "SMA Absolute = 91.2\n",
      "Error for the Trip = 1.12 %\n",
      "length of the test trip df = 7440\n",
      "Length of stacked DF length prior = 1738616\n",
      "Length of stacked DF length after = 1746056\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.1 MiB/ 59.1 MiB]                                                \n",
      "Operation completed over 1 objects/59.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 797\n",
      "SMA Absolute = 83.4\n",
      "Error for the Trip = 4.28 %\n",
      "length of the test trip df = 5040\n",
      "Length of stacked DF length prior = 1746056\n",
      "Length of stacked DF length after = 1751096\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.3 MiB/ 59.3 MiB]                                                \n",
      "Operation completed over 1 objects/59.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 798\n",
      "SMA Absolute = 44.0\n",
      "Error for the Trip = -22.93 %\n",
      "length of the test trip df = 840\n",
      "Length of stacked DF length prior = 1751096\n",
      "Length of stacked DF length after = 1751936\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.3 MiB/ 59.3 MiB]                                                \n",
      "Operation completed over 1 objects/59.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 799\n",
      "SMA Absolute = 42.1\n",
      "Error for the Trip = 8.27 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 1751936\n",
      "Length of stacked DF length after = 1752056\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.3 MiB/ 59.3 MiB]                                                \n",
      "Operation completed over 1 objects/59.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 800\n",
      "SMA Absolute = 46.0\n",
      "Error for the Trip = -29.18 %\n",
      "length of the test trip df = 1020\n",
      "Length of stacked DF length prior = 1752056\n",
      "Length of stacked DF length after = 1753076\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.3 MiB/ 59.3 MiB]                                                \n",
      "Operation completed over 1 objects/59.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 801\n",
      "SMA Absolute = 60.9\n",
      "Error for the Trip = -162.96 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 1753076\n",
      "Length of stacked DF length after = 1753196\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.3 MiB/ 59.3 MiB]                                                \n",
      "Operation completed over 1 objects/59.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 802\n",
      "SMA Absolute = 87.7\n",
      "Error for the Trip = -54.19 %\n",
      "length of the test trip df = 480\n",
      "Length of stacked DF length prior = 1753196\n",
      "Length of stacked DF length after = 1753676\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.3 MiB/ 59.3 MiB]                                                \n",
      "Operation completed over 1 objects/59.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 803\n",
      "SMA Absolute = 93.6\n",
      "Error for the Trip = 2.40 %\n",
      "length of the test trip df = 8940\n",
      "Length of stacked DF length prior = 1753676\n",
      "Length of stacked DF length after = 1762616\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.7 MiB/ 59.7 MiB]                                                \n",
      "Operation completed over 1 objects/59.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 804\n",
      "SMA Absolute = 93.8\n",
      "Error for the Trip = 1.23 %\n",
      "length of the test trip df = 6300\n",
      "Length of stacked DF length prior = 1762616\n",
      "Length of stacked DF length after = 1768916\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.9 MiB/ 59.9 MiB]                                                \n",
      "Operation completed over 1 objects/59.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 805\n",
      "SMA Absolute = 93.6\n",
      "Error for the Trip = -4.23 %\n",
      "length of the test trip df = 1559\n",
      "Length of stacked DF length prior = 1768916\n",
      "Length of stacked DF length after = 1770475\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 59.9 MiB/ 59.9 MiB]                                                \n",
      "Operation completed over 1 objects/59.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 806\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = -4.98 %\n",
      "length of the test trip df = 6960\n",
      "Length of stacked DF length prior = 1770475\n",
      "Length of stacked DF length after = 1777435\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.2 MiB/ 60.2 MiB]                                                \n",
      "Operation completed over 1 objects/60.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 807\n",
      "SMA Absolute = 71.5\n",
      "Error for the Trip = -26087270645660.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 1777435\n",
      "Length of stacked DF length after = 1777495\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.2 MiB/ 60.2 MiB]                                                \n",
      "Operation completed over 1 objects/60.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 808\n",
      "SMA Absolute = 86.3\n",
      "Error for the Trip = -25411715071900.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 1777495\n",
      "Length of stacked DF length after = 1777555\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.2 MiB/ 60.2 MiB]                                                \n",
      "Operation completed over 1 objects/60.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 809\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = 3.83 %\n",
      "length of the test trip df = 2580\n",
      "Length of stacked DF length prior = 1777555\n",
      "Length of stacked DF length after = 1780135\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.2 MiB/ 60.2 MiB]                                                \n",
      "Operation completed over 1 objects/60.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 810\n",
      "SMA Absolute = 68.0\n",
      "Error for the Trip = -0.69 %\n",
      "length of the test trip df = 2220\n",
      "Length of stacked DF length prior = 1780135\n",
      "Length of stacked DF length after = 1782355\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.3 MiB/ 60.3 MiB]                                                \n",
      "Operation completed over 1 objects/60.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 811\n",
      "SMA Absolute = 92.8\n",
      "Error for the Trip = -3.91 %\n",
      "length of the test trip df = 7680\n",
      "Length of stacked DF length prior = 1782355\n",
      "Length of stacked DF length after = 1790035\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.6 MiB/ 60.6 MiB]                                                \n",
      "Operation completed over 1 objects/60.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 812\n",
      "SMA Absolute = 61.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1790035\n",
      "Length of stacked DF length after = 1790095\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.6 MiB/ 60.6 MiB]                                                \n",
      "Operation completed over 1 objects/60.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 813\n",
      "SMA Absolute = 61.0\n",
      "Error for the Trip = -14.41 %\n",
      "length of the test trip df = 1080\n",
      "Length of stacked DF length prior = 1790095\n",
      "Length of stacked DF length after = 1791175\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.6 MiB/ 60.6 MiB]                                                \n",
      "Operation completed over 1 objects/60.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 814\n",
      "SMA Absolute = 57.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1791175\n",
      "Length of stacked DF length after = 1791235\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.6 MiB/ 60.6 MiB]                                                \n",
      "Operation completed over 1 objects/60.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 815\n",
      "SMA Absolute = 74.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1791235\n",
      "Length of stacked DF length after = 1791295\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.6 MiB/ 60.6 MiB]                                                \n",
      "Operation completed over 1 objects/60.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 816\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1791295\n",
      "Length of stacked DF length after = 1791355\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 60.6 MiB/ 60.6 MiB]                                                \n",
      "Operation completed over 1 objects/60.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 817\n",
      "SMA Absolute = 89.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1791355\n",
      "Length of stacked DF length after = 1791415\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.6 MiB/ 60.6 MiB]                                                \n",
      "Operation completed over 1 objects/60.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 818\n",
      "SMA Absolute = 88.5\n",
      "Error for the Trip = 0.56 %\n",
      "length of the test trip df = 5340\n",
      "Length of stacked DF length prior = 1791415\n",
      "Length of stacked DF length after = 1796755\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 60.8 MiB/ 60.8 MiB]                                                \n",
      "Operation completed over 1 objects/60.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 819\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = -1.82 %\n",
      "length of the test trip df = 8760\n",
      "Length of stacked DF length prior = 1796755\n",
      "Length of stacked DF length after = 1805515\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.1 MiB/ 61.1 MiB]                                                \n",
      "Operation completed over 1 objects/61.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 820\n",
      "SMA Absolute = 90.6\n",
      "Error for the Trip = -0.18 %\n",
      "length of the test trip df = 4680\n",
      "Length of stacked DF length prior = 1805515\n",
      "Length of stacked DF length after = 1810195\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.3 MiB/ 61.3 MiB]                                                \n",
      "Operation completed over 1 objects/61.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 821\n",
      "SMA Absolute = 91.0\n",
      "Error for the Trip = -1.97 %\n",
      "length of the test trip df = 540\n",
      "Length of stacked DF length prior = 1810195\n",
      "Length of stacked DF length after = 1810735\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.3 MiB/ 61.3 MiB]                                                \n",
      "Operation completed over 1 objects/61.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 822\n",
      "SMA Absolute = 88.6\n",
      "Error for the Trip = 7.60 %\n",
      "length of the test trip df = 2760\n",
      "Length of stacked DF length prior = 1810735\n",
      "Length of stacked DF length after = 1813495\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.4 MiB/ 61.4 MiB]                                                \n",
      "Operation completed over 1 objects/61.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 823\n",
      "SMA Absolute = 72.4\n",
      "Error for the Trip = 3.16 %\n",
      "length of the test trip df = 5040\n",
      "Length of stacked DF length prior = 1813495\n",
      "Length of stacked DF length after = 1818535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.6 MiB/ 61.6 MiB]                                                \n",
      "Operation completed over 1 objects/61.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 824\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = -1.24 %\n",
      "length of the test trip df = 3120\n",
      "Length of stacked DF length prior = 1818535\n",
      "Length of stacked DF length after = 1821655\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.7 MiB/ 61.7 MiB]                                                \n",
      "Operation completed over 1 objects/61.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 825\n",
      "SMA Absolute = 76.7\n",
      "Error for the Trip = 0.48 %\n",
      "length of the test trip df = 3240\n",
      "Length of stacked DF length prior = 1821655\n",
      "Length of stacked DF length after = 1824895\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.8 MiB/ 61.8 MiB]                                                \n",
      "Operation completed over 1 objects/61.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 826\n",
      "SMA Absolute = 44.8\n",
      "Error for the Trip = 2.42 %\n",
      "length of the test trip df = 1080\n",
      "Length of stacked DF length prior = 1824895\n",
      "Length of stacked DF length after = 1825975\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.8 MiB/ 61.8 MiB]                                                \n",
      "Operation completed over 1 objects/61.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 827\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = -30.63 %\n",
      "length of the test trip df = 3540\n",
      "Length of stacked DF length prior = 1825975\n",
      "Length of stacked DF length after = 1829515\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 61.9 MiB/ 61.9 MiB]                                                \n",
      "Operation completed over 1 objects/61.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 828\n",
      "SMA Absolute = 77.8\n",
      "Error for the Trip = 5.63 %\n",
      "length of the test trip df = 3360\n",
      "Length of stacked DF length prior = 1829515\n",
      "Length of stacked DF length after = 1832875\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.0 MiB/ 62.0 MiB]                                                \n",
      "Operation completed over 1 objects/62.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 829\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = 2.42 %\n",
      "length of the test trip df = 5280\n",
      "Length of stacked DF length prior = 1832875\n",
      "Length of stacked DF length after = 1838155\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.2 MiB/ 62.2 MiB]                                                \n",
      "Operation completed over 1 objects/62.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 830\n",
      "SMA Absolute = 66.7\n",
      "Error for the Trip = -0.81 %\n",
      "length of the test trip df = 2160\n",
      "Length of stacked DF length prior = 1838155\n",
      "Length of stacked DF length after = 1840315\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.3 MiB/ 62.3 MiB]                                                \n",
      "Operation completed over 1 objects/62.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 831\n",
      "SMA Absolute = 57.0\n",
      "Error for the Trip = -26.12 %\n",
      "length of the test trip df = 600\n",
      "Length of stacked DF length prior = 1840315\n",
      "Length of stacked DF length after = 1840915\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.3 MiB/ 62.3 MiB]                                                \n",
      "Operation completed over 1 objects/62.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 832\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -13.23 %\n",
      "length of the test trip df = 3300\n",
      "Length of stacked DF length prior = 1840915\n",
      "Length of stacked DF length after = 1844215\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.4 MiB/ 62.4 MiB]                                                \n",
      "Operation completed over 1 objects/62.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 833\n",
      "SMA Absolute = 80.1\n",
      "Error for the Trip = -4.87 %\n",
      "length of the test trip df = 3480\n",
      "Length of stacked DF length prior = 1844215\n",
      "Length of stacked DF length after = 1847695\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.5 MiB/ 62.5 MiB]                                                \n",
      "Operation completed over 1 objects/62.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 834\n",
      "SMA Absolute = 93.6\n",
      "Error for the Trip = 20.74 %\n",
      "length of the test trip df = 840\n",
      "Length of stacked DF length prior = 1847695\n",
      "Length of stacked DF length after = 1848535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.6 MiB/ 62.6 MiB]                                                \n",
      "Operation completed over 1 objects/62.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 835\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = -0.19 %\n",
      "length of the test trip df = 4860\n",
      "Length of stacked DF length prior = 1848535\n",
      "Length of stacked DF length after = 1853395\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.7 MiB/ 62.7 MiB]                                                \n",
      "Operation completed over 1 objects/62.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 836\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1853395\n",
      "Length of stacked DF length after = 1853455\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 62.7 MiB/ 62.7 MiB]                                                \n",
      "Operation completed over 1 objects/62.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 837\n",
      "SMA Absolute = 90.4\n",
      "Error for the Trip = -3.13 %\n",
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 1853455\n",
      "Length of stacked DF length after = 1856335\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.8 MiB/ 62.8 MiB]                                                \n",
      "Operation completed over 1 objects/62.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 838\n",
      "SMA Absolute = 79.7\n",
      "Error for the Trip = -24.14 %\n",
      "length of the test trip df = 2640\n",
      "Length of stacked DF length prior = 1856335\n",
      "Length of stacked DF length after = 1858975\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 62.9 MiB/ 62.9 MiB]                                                \n",
      "Operation completed over 1 objects/62.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 839\n",
      "SMA Absolute = 69.8\n",
      "Error for the Trip = -30.83 %\n",
      "length of the test trip df = 1020\n",
      "Length of stacked DF length prior = 1858975\n",
      "Length of stacked DF length after = 1859995\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.0 MiB/ 63.0 MiB]                                                \n",
      "Operation completed over 1 objects/63.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 840\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1859995\n",
      "Length of stacked DF length after = 1860055\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.0 MiB/ 63.0 MiB]                                                \n",
      "Operation completed over 1 objects/63.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 841\n",
      "SMA Absolute = 90.9\n",
      "Error for the Trip = 17.19 %\n",
      "length of the test trip df = 3660\n",
      "Length of stacked DF length prior = 1860055\n",
      "Length of stacked DF length after = 1863715\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.1 MiB/ 63.1 MiB]                                                \n",
      "Operation completed over 1 objects/63.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 842\n",
      "SMA Absolute = 71.0\n",
      "Error for the Trip = 5.48 %\n",
      "length of the test trip df = 3300\n",
      "Length of stacked DF length prior = 1863715\n",
      "Length of stacked DF length after = 1867015\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.2 MiB/ 63.2 MiB]                                                \n",
      "Operation completed over 1 objects/63.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 843\n",
      "SMA Absolute = 50.1\n",
      "Error for the Trip = 6.59 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 1867015\n",
      "Length of stacked DF length after = 1867975\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.2 MiB/ 63.2 MiB]                                                \n",
      "Operation completed over 1 objects/63.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 844\n",
      "SMA Absolute = 45.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1867975\n",
      "Length of stacked DF length after = 1868035\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.2 MiB/ 63.2 MiB]                                                \n",
      "Operation completed over 1 objects/63.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 845\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1868035\n",
      "Length of stacked DF length after = 1868095\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.2 MiB/ 63.2 MiB]                                                \n",
      "Operation completed over 1 objects/63.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 846\n",
      "SMA Absolute = 54.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1868095\n",
      "Length of stacked DF length after = 1868155\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.2 MiB/ 63.2 MiB]                                                \n",
      "Operation completed over 1 objects/63.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 847\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = -5.42 %\n",
      "length of the test trip df = 2820\n",
      "Length of stacked DF length prior = 1868155\n",
      "Length of stacked DF length after = 1870975\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.3 MiB/ 63.3 MiB]                                                \n",
      "Operation completed over 1 objects/63.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 848\n",
      "SMA Absolute = 78.0\n",
      "Error for the Trip = -9.30 %\n",
      "length of the test trip df = 2520\n",
      "Length of stacked DF length prior = 1870975\n",
      "Length of stacked DF length after = 1873495\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.4 MiB/ 63.4 MiB]                                                \n",
      "Operation completed over 1 objects/63.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 849\n",
      "SMA Absolute = 63.0\n",
      "Error for the Trip = 5.17 %\n",
      "length of the test trip df = 1440\n",
      "Length of stacked DF length prior = 1873495\n",
      "Length of stacked DF length after = 1874935\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.5 MiB/ 63.5 MiB]                                                \n",
      "Operation completed over 1 objects/63.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 850\n",
      "SMA Absolute = 88.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1874935\n",
      "Length of stacked DF length after = 1874995\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.5 MiB/ 63.5 MiB]                                                \n",
      "Operation completed over 1 objects/63.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 851\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -9.98 %\n",
      "length of the test trip df = 6119\n",
      "Length of stacked DF length prior = 1874995\n",
      "Length of stacked DF length after = 1881114\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.7 MiB/ 63.7 MiB]                                                \n",
      "Operation completed over 1 objects/63.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 852\n",
      "SMA Absolute = 59.8\n",
      "Error for the Trip = -96.88 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 1881114\n",
      "Length of stacked DF length after = 1881474\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.7 MiB/ 63.7 MiB]                                                \n",
      "Operation completed over 1 objects/63.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 853\n",
      "SMA Absolute = 91.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1881474\n",
      "Length of stacked DF length after = 1881714\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.7 MiB/ 63.7 MiB]                                                \n",
      "Operation completed over 1 objects/63.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 854\n",
      "SMA Absolute = 91.1\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1881714\n",
      "Length of stacked DF length after = 1881774\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.7 MiB/ 63.7 MiB]                                                \n",
      "Operation completed over 1 objects/63.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 855\n",
      "SMA Absolute = 91.0\n",
      "Error for the Trip = 3.35 %\n",
      "length of the test trip df = 3239\n",
      "Length of stacked DF length prior = 1881774\n",
      "Length of stacked DF length after = 1885013\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.8 MiB/ 63.8 MiB]                                                \n",
      "Operation completed over 1 objects/63.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 856\n",
      "SMA Absolute = 77.1\n",
      "Error for the Trip = -4.57 %\n",
      "length of the test trip df = 3180\n",
      "Length of stacked DF length prior = 1885013\n",
      "Length of stacked DF length after = 1888193\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.9 MiB/ 63.9 MiB]                                                \n",
      "Operation completed over 1 objects/63.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 857\n",
      "SMA Absolute = 91.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1888193\n",
      "Length of stacked DF length after = 1888373\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.9 MiB/ 63.9 MiB]                                                \n",
      "Operation completed over 1 objects/63.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 858\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1888373\n",
      "Length of stacked DF length after = 1888433\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 63.9 MiB/ 63.9 MiB]                                                \n",
      "Operation completed over 1 objects/63.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 859\n",
      "SMA Absolute = 76.1\n",
      "Error for the Trip = -12.13 %\n",
      "length of the test trip df = 2700\n",
      "Length of stacked DF length prior = 1888433\n",
      "Length of stacked DF length after = 1891133\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.0 MiB/ 64.0 MiB]                                                \n",
      "Operation completed over 1 objects/64.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 860\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = 15.55 %\n",
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 1891133\n",
      "Length of stacked DF length after = 1894013\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.1 MiB/ 64.1 MiB]                                                \n",
      "Operation completed over 1 objects/64.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 861\n",
      "SMA Absolute = 72.7\n",
      "Error for the Trip = 14.22 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 1894013\n",
      "Length of stacked DF length after = 1894193\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.1 MiB/ 64.1 MiB]                                                \n",
      "Operation completed over 1 objects/64.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 862\n",
      "SMA Absolute = 70.9\n",
      "Error for the Trip = 5.82 %\n",
      "length of the test trip df = 3120\n",
      "Length of stacked DF length prior = 1894193\n",
      "Length of stacked DF length after = 1897313\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.2 MiB/ 64.2 MiB]                                                \n",
      "Operation completed over 1 objects/64.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 863\n",
      "SMA Absolute = 51.6\n",
      "Error for the Trip = -1.20 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 1897313\n",
      "Length of stacked DF length after = 1897553\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.2 MiB/ 64.2 MiB]                                                \n",
      "Operation completed over 1 objects/64.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 864\n",
      "SMA Absolute = 49.4\n",
      "Error for the Trip = 5.34 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 1897553\n",
      "Length of stacked DF length after = 1898513\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.2 MiB/ 64.2 MiB]                                                \n",
      "Operation completed over 1 objects/64.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 865\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1898513\n",
      "Length of stacked DF length after = 1898573\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.2 MiB/ 64.2 MiB]                                                \n",
      "Operation completed over 1 objects/64.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 866\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = -1.37 %\n",
      "length of the test trip df = 1800\n",
      "Length of stacked DF length prior = 1898573\n",
      "Length of stacked DF length after = 1900373\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.3 MiB/ 64.3 MiB]                                                \n",
      "Operation completed over 1 objects/64.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 867\n",
      "SMA Absolute = 82.7\n",
      "Error for the Trip = 13.06 %\n",
      "length of the test trip df = 900\n",
      "Length of stacked DF length prior = 1900373\n",
      "Length of stacked DF length after = 1901273\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.3 MiB/ 64.3 MiB]                                                \n",
      "Operation completed over 1 objects/64.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 868\n",
      "SMA Absolute = 76.4\n",
      "Error for the Trip = 0.94 %\n",
      "length of the test trip df = 4020\n",
      "Length of stacked DF length prior = 1901273\n",
      "Length of stacked DF length after = 1905293\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.5 MiB/ 64.5 MiB]                                                \n",
      "Operation completed over 1 objects/64.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 869\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -1.91 %\n",
      "length of the test trip df = 4644\n",
      "Length of stacked DF length prior = 1905293\n",
      "Length of stacked DF length after = 1909937\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.6 MiB/ 64.6 MiB]                                                \n",
      "Operation completed over 1 objects/64.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 870\n",
      "SMA Absolute = 57.6\n",
      "Error for the Trip = -28.40 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 1909937\n",
      "Length of stacked DF length after = 1910297\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.6 MiB/ 64.6 MiB]                                                \n",
      "Operation completed over 1 objects/64.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 871\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1910297\n",
      "Length of stacked DF length after = 1910357\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.6 MiB/ 64.6 MiB]                                                \n",
      "Operation completed over 1 objects/64.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 872\n",
      "SMA Absolute = 90.9\n",
      "Error for the Trip = -3.99 %\n",
      "length of the test trip df = 6300\n",
      "Length of stacked DF length prior = 1910357\n",
      "Length of stacked DF length after = 1916657\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.9 MiB/ 64.9 MiB]                                                \n",
      "Operation completed over 1 objects/64.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 873\n",
      "SMA Absolute = 58.2\n",
      "Error for the Trip = -233.20 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 1916657\n",
      "Length of stacked DF length after = 1917017\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.9 MiB/ 64.9 MiB]                                                \n",
      "Operation completed over 1 objects/64.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 874\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -10.42 %\n",
      "length of the test trip df = 1020\n",
      "Length of stacked DF length prior = 1917017\n",
      "Length of stacked DF length after = 1918037\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 64.9 MiB/ 64.9 MiB]                                                \n",
      "Operation completed over 1 objects/64.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 875\n",
      "SMA Absolute = 87.5\n",
      "Error for the Trip = 4.95 %\n",
      "length of the test trip df = 5880\n",
      "Length of stacked DF length prior = 1918037\n",
      "Length of stacked DF length after = 1923917\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.1 MiB/ 65.1 MiB]                                                \n",
      "Operation completed over 1 objects/65.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 876\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -21.53 %\n",
      "length of the test trip df = 4440\n",
      "Length of stacked DF length prior = 1923917\n",
      "Length of stacked DF length after = 1928357\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 877\n",
      "SMA Absolute = 91.7\n",
      "Error for the Trip = -13.05 %\n",
      "length of the test trip df = 1080\n",
      "Length of stacked DF length prior = 1928357\n",
      "Length of stacked DF length after = 1929437\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 878\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = 15.18 %\n",
      "length of the test trip df = 600\n",
      "Length of stacked DF length prior = 1929437\n",
      "Length of stacked DF length after = 1930037\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 879\n",
      "SMA Absolute = 92.0\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1930037\n",
      "Length of stacked DF length after = 1930097\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 880\n",
      "SMA Absolute = 92.0\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1930097\n",
      "Length of stacked DF length after = 1930157\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 881\n",
      "SMA Absolute = 91.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1930157\n",
      "Length of stacked DF length after = 1930217\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 882\n",
      "SMA Absolute = 91.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1930217\n",
      "Length of stacked DF length after = 1930277\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 883\n",
      "SMA Absolute = 91.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1930277\n",
      "Length of stacked DF length after = 1930337\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 884\n",
      "SMA Absolute = 91.9\n",
      "Error for the Trip = -3.74 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 1930337\n",
      "Length of stacked DF length after = 1930577\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 885\n",
      "SMA Absolute = 90.6\n",
      "Error for the Trip = 24.11 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 1930577\n",
      "Length of stacked DF length after = 1930877\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 886\n",
      "SMA Absolute = 89.0\n",
      "Error for the Trip = 27.05 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 1930877\n",
      "Length of stacked DF length after = 1931237\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.3 MiB/ 65.3 MiB]                                                \n",
      "Operation completed over 1 objects/65.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 887\n",
      "SMA Absolute = 87.1\n",
      "Error for the Trip = -3484966662963100.00 %\n",
      "length of the test trip df = 540\n",
      "Length of stacked DF length prior = 1931237\n",
      "Length of stacked DF length after = 1931777\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.4 MiB/ 65.4 MiB]                                                \n",
      "Operation completed over 1 objects/65.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 888\n",
      "SMA Absolute = 87.0\n",
      "Error for the Trip = -5.86 %\n",
      "length of the test trip df = 4440\n",
      "Length of stacked DF length prior = 1931777\n",
      "Length of stacked DF length after = 1936217\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.5 MiB/ 65.5 MiB]                                                \n",
      "Operation completed over 1 objects/65.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 889\n",
      "SMA Absolute = 65.9\n",
      "Error for the Trip = -26.83 %\n",
      "length of the test trip df = 3480\n",
      "Length of stacked DF length prior = 1936217\n",
      "Length of stacked DF length after = 1939697\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.6 MiB/ 65.6 MiB]                                                \n",
      "Operation completed over 1 objects/65.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 890\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1939697\n",
      "Length of stacked DF length after = 1939757\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.6 MiB/ 65.6 MiB]                                                \n",
      "Operation completed over 1 objects/65.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 891\n",
      "SMA Absolute = 92.4\n",
      "Error for the Trip = 5.16 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 1939757\n",
      "Length of stacked DF length after = 1939997\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.6 MiB/ 65.6 MiB]                                                \n",
      "Operation completed over 1 objects/65.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 892\n",
      "SMA Absolute = 91.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1939997\n",
      "Length of stacked DF length after = 1940057\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.6 MiB/ 65.6 MiB]                                                \n",
      "Operation completed over 1 objects/65.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 893\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1940057\n",
      "Length of stacked DF length after = 1940117\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.6 MiB/ 65.6 MiB]                                                \n",
      "Operation completed over 1 objects/65.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 894\n",
      "SMA Absolute = 91.2\n",
      "Error for the Trip = 2.27 %\n",
      "length of the test trip df = 5396\n",
      "Length of stacked DF length prior = 1940117\n",
      "Length of stacked DF length after = 1945513\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.8 MiB/ 65.8 MiB]                                                \n",
      "Operation completed over 1 objects/65.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 895\n",
      "SMA Absolute = 84.9\n",
      "Error for the Trip = -1.96 %\n",
      "length of the test trip df = 3480\n",
      "Length of stacked DF length prior = 1945513\n",
      "Length of stacked DF length after = 1948993\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 65.9 MiB/ 65.9 MiB]                                                \n",
      "Operation completed over 1 objects/65.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 896\n",
      "SMA Absolute = 68.3\n",
      "Error for the Trip = -14.30 %\n",
      "length of the test trip df = 2640\n",
      "Length of stacked DF length prior = 1948993\n",
      "Length of stacked DF length after = 1951633\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.0 MiB/ 66.0 MiB]                                                \n",
      "Operation completed over 1 objects/66.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 897\n",
      "SMA Absolute = 54.4\n",
      "Error for the Trip = 7.13 %\n",
      "length of the test trip df = 1013\n",
      "Length of stacked DF length prior = 1951633\n",
      "Length of stacked DF length after = 1952646\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.1 MiB/ 66.1 MiB]                                                \n",
      "Operation completed over 1 objects/66.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 898\n",
      "SMA Absolute = 47.2\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1952646\n",
      "Length of stacked DF length after = 1952706\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.1 MiB/ 66.1 MiB]                                                \n",
      "Operation completed over 1 objects/66.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 899\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -6.50 %\n",
      "length of the test trip df = 2580\n",
      "Length of stacked DF length prior = 1952706\n",
      "Length of stacked DF length after = 1955286\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.2 MiB/ 66.2 MiB]                                                \n",
      "Operation completed over 1 objects/66.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 900\n",
      "SMA Absolute = 74.8\n",
      "Error for the Trip = 3.33 %\n",
      "length of the test trip df = 3360\n",
      "Length of stacked DF length prior = 1955286\n",
      "Length of stacked DF length after = 1958646\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.3 MiB/ 66.3 MiB]                                                \n",
      "Operation completed over 1 objects/66.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 901\n",
      "SMA Absolute = 51.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1958646\n",
      "Length of stacked DF length after = 1958766\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.3 MiB/ 66.3 MiB]                                                \n",
      "Operation completed over 1 objects/66.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 902\n",
      "SMA Absolute = 41.7\n",
      "Error for the Trip = 4.17 %\n",
      "length of the test trip df = 480\n",
      "Length of stacked DF length prior = 1958766\n",
      "Length of stacked DF length after = 1959246\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.3 MiB/ 66.3 MiB]                                                \n",
      "Operation completed over 1 objects/66.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 903\n",
      "SMA Absolute = 89.5\n",
      "Error for the Trip = -8872900315328.57 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 1959246\n",
      "Length of stacked DF length after = 1959306\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.3 MiB/ 66.3 MiB]                                                \n",
      "Operation completed over 1 objects/66.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 904\n",
      "SMA Absolute = 90.7\n",
      "Error for the Trip = -2.07 %\n",
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 1959306\n",
      "Length of stacked DF length after = 1962186\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.4 MiB/ 66.4 MiB]                                                \n",
      "Operation completed over 1 objects/66.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 905\n",
      "SMA Absolute = 73.9\n",
      "Error for the Trip = -5.06 %\n",
      "length of the test trip df = 3480\n",
      "Length of stacked DF length prior = 1962186\n",
      "Length of stacked DF length after = 1965666\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.5 MiB/ 66.5 MiB]                                                \n",
      "Operation completed over 1 objects/66.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 906\n",
      "SMA Absolute = 92.4\n",
      "Error for the Trip = -4.74 %\n",
      "length of the test trip df = 7800\n",
      "Length of stacked DF length prior = 1965666\n",
      "Length of stacked DF length after = 1973466\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 66.8 MiB/ 66.8 MiB]                                                \n",
      "Operation completed over 1 objects/66.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 907\n",
      "SMA Absolute = 63.7\n",
      "Error for the Trip = -37.73 %\n",
      "length of the test trip df = 720\n",
      "Length of stacked DF length prior = 1973466\n",
      "Length of stacked DF length after = 1974186\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.8 MiB/ 66.8 MiB]                                                \n",
      "Operation completed over 1 objects/66.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 908\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1974186\n",
      "Length of stacked DF length after = 1974246\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.8 MiB/ 66.8 MiB]                                                \n",
      "Operation completed over 1 objects/66.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 909\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = 26.95 %\n",
      "length of the test trip df = 900\n",
      "Length of stacked DF length prior = 1974246\n",
      "Length of stacked DF length after = 1975146\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 66.8 MiB/ 66.8 MiB]                                                \n",
      "Operation completed over 1 objects/66.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 910\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1975146\n",
      "Length of stacked DF length after = 1975386\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.8 MiB/ 66.8 MiB]                                                \n",
      "Operation completed over 1 objects/66.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 911\n",
      "SMA Absolute = 91.5\n",
      "Error for the Trip = 1.97 %\n",
      "length of the test trip df = 3240\n",
      "Length of stacked DF length prior = 1975386\n",
      "Length of stacked DF length after = 1978626\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 66.9 MiB/ 66.9 MiB]                                                \n",
      "Operation completed over 1 objects/66.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 912\n",
      "SMA Absolute = 73.7\n",
      "Error for the Trip = 2.68 %\n",
      "length of the test trip df = 3720\n",
      "Length of stacked DF length prior = 1978626\n",
      "Length of stacked DF length after = 1982346\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.1 MiB/ 67.1 MiB]                                                \n",
      "Operation completed over 1 objects/67.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 913\n",
      "SMA Absolute = 89.5\n",
      "Error for the Trip = 6.57 %\n",
      "length of the test trip df = 4140\n",
      "Length of stacked DF length prior = 1982346\n",
      "Length of stacked DF length after = 1986486\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.2 MiB/ 67.2 MiB]                                                \n",
      "Operation completed over 1 objects/67.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 914\n",
      "SMA Absolute = 82.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 1986486\n",
      "Length of stacked DF length after = 1986546\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.2 MiB/ 67.2 MiB]                                                \n",
      "Operation completed over 1 objects/67.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 915\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -0.57 %\n",
      "length of the test trip df = 5520\n",
      "Length of stacked DF length prior = 1986546\n",
      "Length of stacked DF length after = 1992066\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.4 MiB/ 67.4 MiB]                                                \n",
      "Operation completed over 1 objects/67.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 916\n",
      "SMA Absolute = 42.7\n",
      "Error for the Trip = 16.67 %\n",
      "length of the test trip df = 540\n",
      "Length of stacked DF length prior = 1992066\n",
      "Length of stacked DF length after = 1992606\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.4 MiB/ 67.4 MiB]                                                \n",
      "Operation completed over 1 objects/67.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 917\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = -27.20 %\n",
      "length of the test trip df = 359\n",
      "Length of stacked DF length prior = 1992606\n",
      "Length of stacked DF length after = 1992965\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.4 MiB/ 67.4 MiB]                                                \n",
      "Operation completed over 1 objects/67.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 918\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -4.82 %\n",
      "length of the test trip df = 6120\n",
      "Length of stacked DF length prior = 1992965\n",
      "Length of stacked DF length after = 1999085\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.6 MiB/ 67.6 MiB]                                                \n",
      "Operation completed over 1 objects/67.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 919\n",
      "SMA Absolute = 53.8\n",
      "Error for the Trip = -184.40 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 1999085\n",
      "Length of stacked DF length after = 1999385\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.6 MiB/ 67.6 MiB]                                                \n",
      "Operation completed over 1 objects/67.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 920\n",
      "SMA Absolute = 53.4\n",
      "Error for the Trip = -229.07 %\n",
      "length of the test trip df = 540\n",
      "Length of stacked DF length prior = 1999385\n",
      "Length of stacked DF length after = 1999925\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.7 MiB/ 67.7 MiB]                                                \n",
      "Operation completed over 1 objects/67.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 921\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = 8.10 %\n",
      "length of the test trip df = 7646\n",
      "Length of stacked DF length prior = 1999925\n",
      "Length of stacked DF length after = 2007571\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 67.9 MiB/ 67.9 MiB]                                                \n",
      "Operation completed over 1 objects/67.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 922\n",
      "SMA Absolute = 91.8\n",
      "Error for the Trip = -16.61 %\n",
      "length of the test trip df = 8640\n",
      "Length of stacked DF length prior = 2007571\n",
      "Length of stacked DF length after = 2016211\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.2 MiB/ 68.2 MiB]                                                \n",
      "Operation completed over 1 objects/68.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 923\n",
      "SMA Absolute = 85.0\n",
      "Error for the Trip = 19.64 %\n",
      "length of the test trip df = 359\n",
      "Length of stacked DF length prior = 2016211\n",
      "Length of stacked DF length after = 2016570\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.2 MiB/ 68.2 MiB]                                                \n",
      "Operation completed over 1 objects/68.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 924\n",
      "SMA Absolute = 82.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 480\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2016570\n",
      "Length of stacked DF length after = 2017050\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.2 MiB/ 68.2 MiB]                                                \n",
      "Operation completed over 1 objects/68.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 925\n",
      "SMA Absolute = 82.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2017050\n",
      "Length of stacked DF length after = 2017110\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.2 MiB/ 68.2 MiB]                                                \n",
      "Operation completed over 1 objects/68.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 926\n",
      "SMA Absolute = 82.1\n",
      "Error for the Trip = -141.68 %\n",
      "length of the test trip df = 420\n",
      "Length of stacked DF length prior = 2017110\n",
      "Length of stacked DF length after = 2017530\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.3 MiB/ 68.3 MiB]                                                \n",
      "Operation completed over 1 objects/68.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 927\n",
      "SMA Absolute = 48.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 178\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2017530\n",
      "Length of stacked DF length after = 2017708\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.3 MiB/ 68.3 MiB]                                                \n",
      "Operation completed over 1 objects/68.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 928\n",
      "SMA Absolute = 48.6\n",
      "Error for the Trip = -15.28 %\n",
      "length of the test trip df = 420\n",
      "Length of stacked DF length prior = 2017708\n",
      "Length of stacked DF length after = 2018128\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.3 MiB/ 68.3 MiB]                                                \n",
      "Operation completed over 1 objects/68.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 929\n",
      "SMA Absolute = 47.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 536\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2018128\n",
      "Length of stacked DF length after = 2018664\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.3 MiB/ 68.3 MiB]                                                \n",
      "Operation completed over 1 objects/68.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 930\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -1.03 %\n",
      "length of the test trip df = 4618\n",
      "Length of stacked DF length prior = 2018664\n",
      "Length of stacked DF length after = 2023282\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.4 MiB/ 68.4 MiB]                                                \n",
      "Operation completed over 1 objects/68.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 931\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = -4.31 %\n",
      "length of the test trip df = 3840\n",
      "Length of stacked DF length prior = 2023282\n",
      "Length of stacked DF length after = 2027122\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.6 MiB/ 68.6 MiB]                                                \n",
      "Operation completed over 1 objects/68.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 932\n",
      "SMA Absolute = 70.4\n",
      "Error for the Trip = -10.82 %\n",
      "length of the test trip df = 3780\n",
      "Length of stacked DF length prior = 2027122\n",
      "Length of stacked DF length after = 2030902\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.7 MiB/ 68.7 MiB]                                                \n",
      "Operation completed over 1 objects/68.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 933\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = -3.58 %\n",
      "length of the test trip df = 4860\n",
      "Length of stacked DF length prior = 2030902\n",
      "Length of stacked DF length after = 2035762\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.9 MiB/ 68.9 MiB]                                                \n",
      "Operation completed over 1 objects/68.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 934\n",
      "SMA Absolute = 48.0\n",
      "Error for the Trip = -4.65 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2035762\n",
      "Length of stacked DF length after = 2036062\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.9 MiB/ 68.9 MiB]                                                \n",
      "Operation completed over 1 objects/68.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 935\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2036062\n",
      "Length of stacked DF length after = 2036122\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 68.9 MiB/ 68.9 MiB]                                                \n",
      "Operation completed over 1 objects/68.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 936\n",
      "SMA Absolute = 92.4\n",
      "Error for the Trip = -2.63 %\n",
      "length of the test trip df = 3359\n",
      "Length of stacked DF length prior = 2036122\n",
      "Length of stacked DF length after = 2039481\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 69.0 MiB/ 69.0 MiB]                                                \n",
      "Operation completed over 1 objects/69.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 937\n",
      "SMA Absolute = 73.4\n",
      "Error for the Trip = 4.75 %\n",
      "length of the test trip df = 3180\n",
      "Length of stacked DF length prior = 2039481\n",
      "Length of stacked DF length after = 2042661\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 69.1 MiB/ 69.1 MiB]                                                \n",
      "Operation completed over 1 objects/69.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 938\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = 13.73 %\n",
      "length of the test trip df = 4020\n",
      "Length of stacked DF length prior = 2042661\n",
      "Length of stacked DF length after = 2046681\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 69.2 MiB/ 69.2 MiB]                                                \n",
      "Operation completed over 1 objects/69.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 939\n",
      "SMA Absolute = 69.5\n",
      "Error for the Trip = 7.75 %\n",
      "length of the test trip df = 1680\n",
      "Length of stacked DF length prior = 2046681\n",
      "Length of stacked DF length after = 2048361\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 69.3 MiB/ 69.3 MiB]                                                \n",
      "Operation completed over 1 objects/69.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 940\n",
      "SMA Absolute = 59.3\n",
      "Error for the Trip = -13.95 %\n",
      "length of the test trip df = 840\n",
      "Length of stacked DF length prior = 2048361\n",
      "Length of stacked DF length after = 2049201\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 69.3 MiB/ 69.3 MiB]                                                \n",
      "Operation completed over 1 objects/69.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 941\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -9.73 %\n",
      "length of the test trip df = 8580\n",
      "Length of stacked DF length prior = 2049201\n",
      "Length of stacked DF length after = 2057781\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 69.6 MiB/ 69.6 MiB]                                                \n",
      "Operation completed over 1 objects/69.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 942\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = 4.73 %\n",
      "length of the test trip df = 4200\n",
      "Length of stacked DF length prior = 2057781\n",
      "Length of stacked DF length after = 2061981\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 69.8 MiB/ 69.8 MiB]                                                \n",
      "Operation completed over 1 objects/69.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 943\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -5.11 %\n",
      "length of the test trip df = 7799\n",
      "Length of stacked DF length prior = 2061981\n",
      "Length of stacked DF length after = 2069780\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.0 MiB/ 70.0 MiB]                                                \n",
      "Operation completed over 1 objects/70.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 944\n",
      "SMA Absolute = 49.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2069780\n",
      "Length of stacked DF length after = 2069960\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.0 MiB/ 70.0 MiB]                                                \n",
      "Operation completed over 1 objects/70.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 945\n",
      "SMA Absolute = 89.5\n",
      "Error for the Trip = -2.69 %\n",
      "length of the test trip df = 2700\n",
      "Length of stacked DF length prior = 2069960\n",
      "Length of stacked DF length after = 2072660\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.1 MiB/ 70.1 MiB]                                                \n",
      "Operation completed over 1 objects/70.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 946\n",
      "SMA Absolute = 73.9\n",
      "Error for the Trip = 5.58 %\n",
      "length of the test trip df = 1499\n",
      "Length of stacked DF length prior = 2072660\n",
      "Length of stacked DF length after = 2074159\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.2 MiB/ 70.2 MiB]                                                \n",
      "Operation completed over 1 objects/70.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 947\n",
      "SMA Absolute = 59.8\n",
      "Error for the Trip = -3.42 %\n",
      "length of the test trip df = 1380\n",
      "Length of stacked DF length prior = 2074159\n",
      "Length of stacked DF length after = 2075539\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.2 MiB/ 70.2 MiB]                                                \n",
      "Operation completed over 1 objects/70.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 948\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2075539\n",
      "Length of stacked DF length after = 2075599\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.2 MiB/ 70.2 MiB]                                                \n",
      "Operation completed over 1 objects/70.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 949\n",
      "SMA Absolute = 91.9\n",
      "Error for the Trip = 5.60 %\n",
      "length of the test trip df = 4080\n",
      "Length of stacked DF length prior = 2075599\n",
      "Length of stacked DF length after = 2079679\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.3 MiB/ 70.3 MiB]                                                \n",
      "Operation completed over 1 objects/70.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 950\n",
      "SMA Absolute = 64.8\n",
      "Error for the Trip = 14.45 %\n",
      "length of the test trip df = 1560\n",
      "Length of stacked DF length prior = 2079679\n",
      "Length of stacked DF length after = 2081239\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.4 MiB/ 70.4 MiB]                                                \n",
      "Operation completed over 1 objects/70.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 951\n",
      "SMA Absolute = 50.2\n",
      "Error for the Trip = -51.07 %\n",
      "length of the test trip df = 600\n",
      "Length of stacked DF length prior = 2081239\n",
      "Length of stacked DF length after = 2081839\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.4 MiB/ 70.4 MiB]                                                \n",
      "Operation completed over 1 objects/70.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 952\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -4.27 %\n",
      "length of the test trip df = 7860\n",
      "Length of stacked DF length prior = 2081839\n",
      "Length of stacked DF length after = 2089699\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.7 MiB/ 70.7 MiB]                                                \n",
      "Operation completed over 1 objects/70.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 953\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2089699\n",
      "Length of stacked DF length after = 2089819\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.7 MiB/ 70.7 MiB]                                                \n",
      "Operation completed over 1 objects/70.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 954\n",
      "SMA Absolute = 91.7\n",
      "Error for the Trip = -0.81 %\n",
      "length of the test trip df = 4260\n",
      "Length of stacked DF length prior = 2089819\n",
      "Length of stacked DF length after = 2094079\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.8 MiB/ 70.8 MiB]                                                \n",
      "Operation completed over 1 objects/70.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 955\n",
      "SMA Absolute = 74.1\n",
      "Error for the Trip = -22.17 %\n",
      "length of the test trip df = 2699\n",
      "Length of stacked DF length prior = 2094079\n",
      "Length of stacked DF length after = 2096778\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 70.9 MiB/ 70.9 MiB]                                                \n",
      "Operation completed over 1 objects/70.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 956\n",
      "SMA Absolute = 93.8\n",
      "Error for the Trip = -0.84 %\n",
      "length of the test trip df = 4378\n",
      "Length of stacked DF length prior = 2096778\n",
      "Length of stacked DF length after = 2101156\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.1 MiB/ 71.1 MiB]                                                \n",
      "Operation completed over 1 objects/71.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 957\n",
      "SMA Absolute = 55.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2101156\n",
      "Length of stacked DF length after = 2101276\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.1 MiB/ 71.1 MiB]                                                \n",
      "Operation completed over 1 objects/71.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 958\n",
      "SMA Absolute = 90.9\n",
      "Error for the Trip = -3.55 %\n",
      "length of the test trip df = 6240\n",
      "Length of stacked DF length prior = 2101276\n",
      "Length of stacked DF length after = 2107516\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.3 MiB/ 71.3 MiB]                                                \n",
      "Operation completed over 1 objects/71.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 959\n",
      "SMA Absolute = 89.5\n",
      "Error for the Trip = -5825618622071.43 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2107516\n",
      "Length of stacked DF length after = 2107576\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.3 MiB/ 71.3 MiB]                                                \n",
      "Operation completed over 1 objects/71.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 960\n",
      "SMA Absolute = 88.9\n",
      "Error for the Trip = -5.70 %\n",
      "length of the test trip df = 5400\n",
      "Length of stacked DF length prior = 2107576\n",
      "Length of stacked DF length after = 2112976\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.5 MiB/ 71.5 MiB]                                                \n",
      "Operation completed over 1 objects/71.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 961\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = 16.78 %\n",
      "length of the test trip df = 2940\n",
      "Length of stacked DF length prior = 2112976\n",
      "Length of stacked DF length after = 2115916\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.6 MiB/ 71.6 MiB]                                                \n",
      "Operation completed over 1 objects/71.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 962\n",
      "SMA Absolute = 65.3\n",
      "Error for the Trip = 4.52 %\n",
      "length of the test trip df = 3600\n",
      "Length of stacked DF length prior = 2115916\n",
      "Length of stacked DF length after = 2119516\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.7 MiB/ 71.7 MiB]                                                \n",
      "Operation completed over 1 objects/71.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 963\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -2.96 %\n",
      "length of the test trip df = 4980\n",
      "Length of stacked DF length prior = 2119516\n",
      "Length of stacked DF length after = 2124496\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 71.9 MiB/ 71.9 MiB]                                                \n",
      "Operation completed over 1 objects/71.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 964\n",
      "SMA Absolute = 68.0\n",
      "Error for the Trip = 3.86 %\n",
      "length of the test trip df = 2760\n",
      "Length of stacked DF length prior = 2124496\n",
      "Length of stacked DF length after = 2127256\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.0 MiB/ 72.0 MiB]                                                \n",
      "Operation completed over 1 objects/72.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 965\n",
      "SMA Absolute = 52.8\n",
      "Error for the Trip = -151.00 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2127256\n",
      "Length of stacked DF length after = 2127496\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.0 MiB/ 72.0 MiB]                                                \n",
      "Operation completed over 1 objects/72.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 966\n",
      "SMA Absolute = 52.5\n",
      "Error for the Trip = -56.29 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2127496\n",
      "Length of stacked DF length after = 2127616\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.0 MiB/ 72.0 MiB]                                                \n",
      "Operation completed over 1 objects/72.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 967\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2127616\n",
      "Length of stacked DF length after = 2127676\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.0 MiB/ 72.0 MiB]                                                \n",
      "Operation completed over 1 objects/72.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 968\n",
      "SMA Absolute = 92.2\n",
      "Error for the Trip = -2.24 %\n",
      "length of the test trip df = 7620\n",
      "Length of stacked DF length prior = 2127676\n",
      "Length of stacked DF length after = 2135296\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.2 MiB/ 72.2 MiB]                                                \n",
      "Operation completed over 1 objects/72.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 969\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2135296\n",
      "Length of stacked DF length after = 2135356\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.2 MiB/ 72.2 MiB]                                                \n",
      "Operation completed over 1 objects/72.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 970\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 4.16 %\n",
      "length of the test trip df = 4317\n",
      "Length of stacked DF length prior = 2135356\n",
      "Length of stacked DF length after = 2139673\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.4 MiB/ 72.4 MiB]                                                \n",
      "Operation completed over 1 objects/72.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 971\n",
      "SMA Absolute = 90.3\n",
      "Error for the Trip = 3.49 %\n",
      "length of the test trip df = 4440\n",
      "Length of stacked DF length prior = 2139673\n",
      "Length of stacked DF length after = 2144113\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.5 MiB/ 72.5 MiB]                                                \n",
      "Operation completed over 1 objects/72.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 972\n",
      "SMA Absolute = 61.7\n",
      "Error for the Trip = -8.50 %\n",
      "length of the test trip df = 2640\n",
      "Length of stacked DF length prior = 2144113\n",
      "Length of stacked DF length after = 2146753\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.6 MiB/ 72.6 MiB]                                                \n",
      "Operation completed over 1 objects/72.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 973\n",
      "SMA Absolute = 48.7\n",
      "Error for the Trip = 40.06 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2146753\n",
      "Length of stacked DF length after = 2146993\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.6 MiB/ 72.6 MiB]                                                \n",
      "Operation completed over 1 objects/72.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 974\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = -3.23 %\n",
      "length of the test trip df = 7860\n",
      "Length of stacked DF length prior = 2146993\n",
      "Length of stacked DF length after = 2154853\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 72.9 MiB/ 72.9 MiB]                                                \n",
      "Operation completed over 1 objects/72.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 975\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = 11.04 %\n",
      "length of the test trip df = 3540\n",
      "Length of stacked DF length prior = 2154853\n",
      "Length of stacked DF length after = 2158393\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 73.0 MiB/ 73.0 MiB]                                                \n",
      "Operation completed over 1 objects/73.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 976\n",
      "SMA Absolute = 66.4\n",
      "Error for the Trip = 7.05 %\n",
      "length of the test trip df = 3240\n",
      "Length of stacked DF length prior = 2158393\n",
      "Length of stacked DF length after = 2161633\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 73.1 MiB/ 73.1 MiB]                                                \n",
      "Operation completed over 1 objects/73.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 977\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = 3.08 %\n",
      "length of the test trip df = 5340\n",
      "Length of stacked DF length prior = 2161633\n",
      "Length of stacked DF length after = 2166973\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 73.3 MiB/ 73.3 MiB]                                                \n",
      "Operation completed over 1 objects/73.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 978\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2166973\n",
      "Length of stacked DF length after = 2167093\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 73.3 MiB/ 73.3 MiB]                                                \n",
      "Operation completed over 1 objects/73.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 979\n",
      "SMA Absolute = 89.2\n",
      "Error for the Trip = -6.18 %\n",
      "length of the test trip df = 7140\n",
      "Length of stacked DF length prior = 2167093\n",
      "Length of stacked DF length after = 2174233\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 73.6 MiB/ 73.6 MiB]                                                \n",
      "Operation completed over 1 objects/73.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 980\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = 1.29 %\n",
      "length of the test trip df = 3540\n",
      "Length of stacked DF length prior = 2174233\n",
      "Length of stacked DF length after = 2177773\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 73.7 MiB/ 73.7 MiB]                                                \n",
      "Operation completed over 1 objects/73.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 981\n",
      "SMA Absolute = 69.7\n",
      "Error for the Trip = 0.53 %\n",
      "length of the test trip df = 3600\n",
      "Length of stacked DF length prior = 2177773\n",
      "Length of stacked DF length after = 2181373\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 73.8 MiB/ 73.8 MiB]                                                \n",
      "Operation completed over 1 objects/73.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 982\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = 4.27 %\n",
      "length of the test trip df = 5640\n",
      "Length of stacked DF length prior = 2181373\n",
      "Length of stacked DF length after = 2187013\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 74.0 MiB/ 74.0 MiB]                                                \n",
      "Operation completed over 1 objects/74.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 983\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = 5.91 %\n",
      "length of the test trip df = 3899\n",
      "Length of stacked DF length prior = 2187013\n",
      "Length of stacked DF length after = 2190912\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 74.1 MiB/ 74.1 MiB]                                                \n",
      "Operation completed over 1 objects/74.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 984\n",
      "SMA Absolute = 89.4\n",
      "Error for the Trip = -1.61 %\n",
      "length of the test trip df = 3120\n",
      "Length of stacked DF length prior = 2190912\n",
      "Length of stacked DF length after = 2194032\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 74.2 MiB/ 74.2 MiB]                                                \n",
      "Operation completed over 1 objects/74.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 985\n",
      "SMA Absolute = 66.1\n",
      "Error for the Trip = 1.07 %\n",
      "length of the test trip df = 2940\n",
      "Length of stacked DF length prior = 2194032\n",
      "Length of stacked DF length after = 2196972\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 74.3 MiB/ 74.3 MiB]                                                \n",
      "Operation completed over 1 objects/74.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 986\n",
      "SMA Absolute = 48.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2196972\n",
      "Length of stacked DF length after = 2197032\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 74.3 MiB/ 74.3 MiB]                                                \n",
      "Operation completed over 1 objects/74.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 987\n",
      "SMA Absolute = 92.8\n",
      "Error for the Trip = 0.64 %\n",
      "length of the test trip df = 3480\n",
      "Length of stacked DF length prior = 2197032\n",
      "Length of stacked DF length after = 2200512\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 74.4 MiB/ 74.4 MiB]                                                \n",
      "Operation completed over 1 objects/74.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 988\n",
      "SMA Absolute = 75.1\n",
      "Error for the Trip = -15.65 %\n",
      "length of the test trip df = 3840\n",
      "Length of stacked DF length prior = 2200512\n",
      "Length of stacked DF length after = 2204352\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 74.6 MiB/ 74.6 MiB]                                                \n",
      "Operation completed over 1 objects/74.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 989\n",
      "SMA Absolute = 91.1\n",
      "Error for the Trip = -25.18 %\n",
      "length of the test trip df = 710\n",
      "Length of stacked DF length prior = 2204352\n",
      "Length of stacked DF length after = 2205062\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 74.6 MiB/ 74.6 MiB]                                                \n",
      "Operation completed over 1 objects/74.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 990\n",
      "SMA Absolute = 93.8\n",
      "Error for the Trip = -3.81 %\n",
      "length of the test trip df = 4200\n",
      "Length of stacked DF length prior = 2205062\n",
      "Length of stacked DF length after = 2209262\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 74.7 MiB/ 74.7 MiB]                                                \n",
      "Operation completed over 1 objects/74.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 991\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = 2.34 %\n",
      "length of the test trip df = 6060\n",
      "Length of stacked DF length prior = 2209262\n",
      "Length of stacked DF length after = 2215322\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.0 MiB/ 75.0 MiB]                                                \n",
      "Operation completed over 1 objects/75.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 992\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = 2.09 %\n",
      "length of the test trip df = 5460\n",
      "Length of stacked DF length prior = 2215322\n",
      "Length of stacked DF length after = 2220782\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.1 MiB/ 75.1 MiB]                                                \n",
      "Operation completed over 1 objects/75.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 993\n",
      "SMA Absolute = 77.8\n",
      "Error for the Trip = -217908982579100.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2220782\n",
      "Length of stacked DF length after = 2220842\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.1 MiB/ 75.1 MiB]                                                \n",
      "Operation completed over 1 objects/75.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 994\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = 0.17 %\n",
      "length of the test trip df = 4200\n",
      "Length of stacked DF length prior = 2220842\n",
      "Length of stacked DF length after = 2225042\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.3 MiB/ 75.3 MiB]                                                \n",
      "Operation completed over 1 objects/75.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 995\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2225042\n",
      "Length of stacked DF length after = 2225102\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.3 MiB/ 75.3 MiB]                                                \n",
      "Operation completed over 1 objects/75.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 996\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -0.28 %\n",
      "length of the test trip df = 3420\n",
      "Length of stacked DF length prior = 2225102\n",
      "Length of stacked DF length after = 2228522\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.4 MiB/ 75.4 MiB]                                                \n",
      "Operation completed over 1 objects/75.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 997\n",
      "SMA Absolute = 65.1\n",
      "Error for the Trip = -3.98 %\n",
      "length of the test trip df = 2040\n",
      "Length of stacked DF length prior = 2228522\n",
      "Length of stacked DF length after = 2230562\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.5 MiB/ 75.5 MiB]                                                \n",
      "Operation completed over 1 objects/75.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 998\n",
      "SMA Absolute = 50.1\n",
      "Error for the Trip = -15.95 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2230562\n",
      "Length of stacked DF length after = 2230862\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.5 MiB/ 75.5 MiB]                                                \n",
      "Operation completed over 1 objects/75.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 999\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = -1.73 %\n",
      "length of the test trip df = 3300\n",
      "Length of stacked DF length prior = 2230862\n",
      "Length of stacked DF length after = 2234162\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.6 MiB/ 75.6 MiB]                                                \n",
      "Operation completed over 1 objects/75.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1000\n",
      "SMA Absolute = 76.4\n",
      "Error for the Trip = 21.58 %\n",
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 2234162\n",
      "Length of stacked DF length after = 2237042\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.7 MiB/ 75.7 MiB]                                                \n",
      "Operation completed over 1 objects/75.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1001\n",
      "SMA Absolute = 49.1\n",
      "Error for the Trip = -37.39 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2237042\n",
      "Length of stacked DF length after = 2237282\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.7 MiB/ 75.7 MiB]                                                \n",
      "Operation completed over 1 objects/75.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1002\n",
      "SMA Absolute = 46.2\n",
      "Error for the Trip = -68.84 %\n",
      "length of the test trip df = 357\n",
      "Length of stacked DF length prior = 2237282\n",
      "Length of stacked DF length after = 2237639\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.7 MiB/ 75.7 MiB]                                                \n",
      "Operation completed over 1 objects/75.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1003\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = 0.09 %\n",
      "length of the test trip df = 4320\n",
      "Length of stacked DF length prior = 2237639\n",
      "Length of stacked DF length after = 2241959\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 75.9 MiB/ 75.9 MiB]                                                \n",
      "Operation completed over 1 objects/75.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1004\n",
      "SMA Absolute = 67.1\n",
      "Error for the Trip = -4.77 %\n",
      "length of the test trip df = 5160\n",
      "Length of stacked DF length prior = 2241959\n",
      "Length of stacked DF length after = 2247119\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.0 MiB/ 76.0 MiB]                                                \n",
      "Operation completed over 1 objects/76.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1005\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2247119\n",
      "Length of stacked DF length after = 2247179\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.0 MiB/ 76.0 MiB]                                                \n",
      "Operation completed over 1 objects/76.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1006\n",
      "SMA Absolute = 92.4\n",
      "Error for the Trip = -19.21 %\n",
      "length of the test trip df = 2580\n",
      "Length of stacked DF length prior = 2247179\n",
      "Length of stacked DF length after = 2249759\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.1 MiB/ 76.1 MiB]                                                \n",
      "Operation completed over 1 objects/76.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1007\n",
      "SMA Absolute = 81.3\n",
      "Error for the Trip = -31.66 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2249759\n",
      "Length of stacked DF length after = 2249939\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.1 MiB/ 76.1 MiB]                                                \n",
      "Operation completed over 1 objects/76.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1008\n",
      "SMA Absolute = 80.6\n",
      "Error for the Trip = -1.68 %\n",
      "length of the test trip df = 3300\n",
      "Length of stacked DF length prior = 2249939\n",
      "Length of stacked DF length after = 2253239\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.2 MiB/ 76.2 MiB]                                                \n",
      "Operation completed over 1 objects/76.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1009\n",
      "SMA Absolute = 44.4\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 1380\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2253239\n",
      "Length of stacked DF length after = 2254619\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.3 MiB/ 76.3 MiB]                                                \n",
      "Operation completed over 1 objects/76.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1010\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = -33.57 %\n",
      "length of the test trip df = 840\n",
      "Length of stacked DF length prior = 2254619\n",
      "Length of stacked DF length after = 2255459\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 76.3 MiB/ 76.3 MiB]                                                \n",
      "Operation completed over 1 objects/76.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1011\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = 5.15 %\n",
      "length of the test trip df = 6720\n",
      "Length of stacked DF length prior = 2255459\n",
      "Length of stacked DF length after = 2262179\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.5 MiB/ 76.5 MiB]                                                \n",
      "Operation completed over 1 objects/76.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1012\n",
      "SMA Absolute = 89.4\n",
      "Error for the Trip = -184549375900.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2262179\n",
      "Length of stacked DF length after = 2262239\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.5 MiB/ 76.5 MiB]                                                \n",
      "Operation completed over 1 objects/76.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1013\n",
      "SMA Absolute = 89.4\n",
      "Error for the Trip = -25.88 %\n",
      "length of the test trip df = 7200\n",
      "Length of stacked DF length prior = 2262239\n",
      "Length of stacked DF length after = 2269439\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.8 MiB/ 76.8 MiB]                                                \n",
      "Operation completed over 1 objects/76.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1014\n",
      "SMA Absolute = 67.7\n",
      "Error for the Trip = -200.11 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2269439\n",
      "Length of stacked DF length after = 2269619\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 76.8 MiB/ 76.8 MiB]                                                \n",
      "Operation completed over 1 objects/76.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1015\n",
      "SMA Absolute = 76.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2269619\n",
      "Length of stacked DF length after = 2269679\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 76.8 MiB/ 76.8 MiB]                                                \n",
      "Operation completed over 1 objects/76.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1016\n",
      "SMA Absolute = 92.6\n",
      "Error for the Trip = 16.44 %\n",
      "length of the test trip df = 6060\n",
      "Length of stacked DF length prior = 2269679\n",
      "Length of stacked DF length after = 2275739\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.0 MiB/ 77.0 MiB]                                                \n",
      "Operation completed over 1 objects/77.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1017\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -167.12 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2275739\n",
      "Length of stacked DF length after = 2275919\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.0 MiB/ 77.0 MiB]                                                \n",
      "Operation completed over 1 objects/77.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1018\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2275919\n",
      "Length of stacked DF length after = 2275979\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.0 MiB/ 77.0 MiB]                                                \n",
      "Operation completed over 1 objects/77.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1019\n",
      "SMA Absolute = 92.8\n",
      "Error for the Trip = 52.87 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2275979\n",
      "Length of stacked DF length after = 2276279\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.0 MiB/ 77.0 MiB]                                                \n",
      "Operation completed over 1 objects/77.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1020\n",
      "SMA Absolute = 91.5\n",
      "Error for the Trip = -0.16 %\n",
      "length of the test trip df = 6840\n",
      "Length of stacked DF length prior = 2276279\n",
      "Length of stacked DF length after = 2283119\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.2 MiB/ 77.2 MiB]                                                \n",
      "Operation completed over 1 objects/77.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1021\n",
      "SMA Absolute = 63.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2283119\n",
      "Length of stacked DF length after = 2283179\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.2 MiB/ 77.2 MiB]                                                \n",
      "Operation completed over 1 objects/77.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1022\n",
      "SMA Absolute = 62.9\n",
      "Error for the Trip = 41.14 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2283179\n",
      "Length of stacked DF length after = 2283419\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.2 MiB/ 77.2 MiB]                                                \n",
      "Operation completed over 1 objects/77.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1023\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2283419\n",
      "Length of stacked DF length after = 2283479\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.2 MiB/ 77.2 MiB]                                                \n",
      "Operation completed over 1 objects/77.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1024\n",
      "SMA Absolute = 91.8\n",
      "Error for the Trip = -25579487231900.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2283479\n",
      "Length of stacked DF length after = 2283539\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 77.2 MiB/ 77.2 MiB]                                                \n",
      "Operation completed over 1 objects/77.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1025\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = -7.87 %\n",
      "length of the test trip df = 3720\n",
      "Length of stacked DF length prior = 2283539\n",
      "Length of stacked DF length after = 2287259\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.4 MiB/ 77.4 MiB]                                                \n",
      "Operation completed over 1 objects/77.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1026\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = 1.88 %\n",
      "length of the test trip df = 7078\n",
      "Length of stacked DF length prior = 2287259\n",
      "Length of stacked DF length after = 2294337\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 77.6 MiB/ 77.6 MiB]                                                \n",
      "Operation completed over 1 objects/77.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1027\n",
      "SMA Absolute = 50.1\n",
      "Error for the Trip = -30.75 %\n",
      "length of the test trip df = 480\n",
      "Length of stacked DF length prior = 2294337\n",
      "Length of stacked DF length after = 2294817\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.6 MiB/ 77.6 MiB]                                                \n",
      "Operation completed over 1 objects/77.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1028\n",
      "SMA Absolute = 49.4\n",
      "Error for the Trip = 100.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2294817\n",
      "Length of stacked DF length after = 2294877\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.6 MiB/ 77.6 MiB]                                                \n",
      "Operation completed over 1 objects/77.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1029\n",
      "SMA Absolute = 93.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 540\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2294877\n",
      "Length of stacked DF length after = 2295417\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.6 MiB/ 77.6 MiB]                                                \n",
      "Operation completed over 1 objects/77.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1030\n",
      "SMA Absolute = 93.6\n",
      "Error for the Trip = 23.72 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 2295417\n",
      "Length of stacked DF length after = 2296377\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.7 MiB/ 77.7 MiB]                                                \n",
      "Operation completed over 1 objects/77.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1031\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -0.89 %\n",
      "length of the test trip df = 3420\n",
      "Length of stacked DF length prior = 2296377\n",
      "Length of stacked DF length after = 2299797\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.8 MiB/ 77.8 MiB]                                                \n",
      "Operation completed over 1 objects/77.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1032\n",
      "SMA Absolute = 77.0\n",
      "Error for the Trip = 10.47 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 2299797\n",
      "Length of stacked DF length after = 2300757\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 77.8 MiB/ 77.8 MiB]                                                \n",
      "Operation completed over 1 objects/77.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1033\n",
      "SMA Absolute = 72.6\n",
      "Error for the Trip = 5.52 %\n",
      "length of the test trip df = 3227\n",
      "Length of stacked DF length prior = 2300757\n",
      "Length of stacked DF length after = 2303984\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 77.9 MiB/ 77.9 MiB]                                                \n",
      "Operation completed over 1 objects/77.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1034\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = 1.18 %\n",
      "length of the test trip df = 5460\n",
      "Length of stacked DF length prior = 2303984\n",
      "Length of stacked DF length after = 2309444\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.1 MiB/ 78.1 MiB]                                                \n",
      "Operation completed over 1 objects/78.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1035\n",
      "SMA Absolute = 63.3\n",
      "Error for the Trip = -18.61 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2309444\n",
      "Length of stacked DF length after = 2309684\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.1 MiB/ 78.1 MiB]                                                \n",
      "Operation completed over 1 objects/78.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1036\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = -1.94 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 2309684\n",
      "Length of stacked DF length after = 2312744\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.2 MiB/ 78.2 MiB]                                                \n",
      "Operation completed over 1 objects/78.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1037\n",
      "SMA Absolute = 81.4\n",
      "Error for the Trip = -21.77 %\n",
      "length of the test trip df = 4260\n",
      "Length of stacked DF length prior = 2312744\n",
      "Length of stacked DF length after = 2317004\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.4 MiB/ 78.4 MiB]                                                \n",
      "Operation completed over 1 objects/78.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1038\n",
      "SMA Absolute = 90.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2317004\n",
      "Length of stacked DF length after = 2317064\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 78.4 MiB/ 78.4 MiB]                                                \n",
      "Operation completed over 1 objects/78.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1039\n",
      "SMA Absolute = 90.8\n",
      "Error for the Trip = -41.01 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2317064\n",
      "Length of stacked DF length after = 2317184\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.4 MiB/ 78.4 MiB]                                                \n",
      "Operation completed over 1 objects/78.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1040\n",
      "SMA Absolute = 90.6\n",
      "Error for the Trip = -5.24 %\n",
      "length of the test trip df = 3540\n",
      "Length of stacked DF length prior = 2317184\n",
      "Length of stacked DF length after = 2320724\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.5 MiB/ 78.5 MiB]                                                \n",
      "Operation completed over 1 objects/78.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1041\n",
      "SMA Absolute = 79.4\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2320724\n",
      "Length of stacked DF length after = 2320784\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.5 MiB/ 78.5 MiB]                                                \n",
      "Operation completed over 1 objects/78.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1042\n",
      "SMA Absolute = 79.8\n",
      "Error for the Trip = -16.81 %\n",
      "length of the test trip df = 3360\n",
      "Length of stacked DF length prior = 2320784\n",
      "Length of stacked DF length after = 2324144\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.6 MiB/ 78.6 MiB]                                                \n",
      "Operation completed over 1 objects/78.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1043\n",
      "SMA Absolute = 68.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2324144\n",
      "Length of stacked DF length after = 2324264\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.6 MiB/ 78.6 MiB]                                                \n",
      "Operation completed over 1 objects/78.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1044\n",
      "SMA Absolute = 68.4\n",
      "Error for the Trip = -2907449589660.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2324264\n",
      "Length of stacked DF length after = 2324324\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.6 MiB/ 78.6 MiB]                                                \n",
      "Operation completed over 1 objects/78.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1045\n",
      "SMA Absolute = 59.1\n",
      "Error for the Trip = 18.84 %\n",
      "length of the test trip df = 420\n",
      "Length of stacked DF length prior = 2324324\n",
      "Length of stacked DF length after = 2324744\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.6 MiB/ 78.6 MiB]                                                \n",
      "Operation completed over 1 objects/78.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1046\n",
      "SMA Absolute = 90.3\n",
      "Error for the Trip = 42.16 %\n",
      "length of the test trip df = 540\n",
      "Length of stacked DF length prior = 2324744\n",
      "Length of stacked DF length after = 2325284\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.6 MiB/ 78.6 MiB]                                                \n",
      "Operation completed over 1 objects/78.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1047\n",
      "SMA Absolute = 87.4\n",
      "Error for the Trip = 14.56 %\n",
      "length of the test trip df = 1920\n",
      "Length of stacked DF length prior = 2325284\n",
      "Length of stacked DF length after = 2327204\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.7 MiB/ 78.7 MiB]                                                \n",
      "Operation completed over 1 objects/78.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1048\n",
      "SMA Absolute = 73.7\n",
      "Error for the Trip = 0.54 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 2327204\n",
      "Length of stacked DF length after = 2330264\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.8 MiB/ 78.8 MiB]                                                \n",
      "Operation completed over 1 objects/78.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1049\n",
      "SMA Absolute = 59.6\n",
      "Error for the Trip = -284002783068060.00 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2330264\n",
      "Length of stacked DF length after = 2330444\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.8 MiB/ 78.8 MiB]                                                \n",
      "Operation completed over 1 objects/78.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1050\n",
      "SMA Absolute = 60.0\n",
      "Error for the Trip = -98.34 %\n",
      "length of the test trip df = 420\n",
      "Length of stacked DF length prior = 2330444\n",
      "Length of stacked DF length after = 2330864\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.8 MiB/ 78.8 MiB]                                                \n",
      "Operation completed over 1 objects/78.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1051\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2330864\n",
      "Length of stacked DF length after = 2330924\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 78.8 MiB/ 78.8 MiB]                                                \n",
      "Operation completed over 1 objects/78.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1052\n",
      "SMA Absolute = 90.8\n",
      "Error for the Trip = -0.47 %\n",
      "length of the test trip df = 7620\n",
      "Length of stacked DF length prior = 2330924\n",
      "Length of stacked DF length after = 2338544\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.1 MiB/ 79.1 MiB]                                                \n",
      "Operation completed over 1 objects/79.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1053\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2338544\n",
      "Length of stacked DF length after = 2338604\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.1 MiB/ 79.1 MiB]                                                \n",
      "Operation completed over 1 objects/79.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1054\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = 13.00 %\n",
      "length of the test trip df = 5400\n",
      "Length of stacked DF length prior = 2338604\n",
      "Length of stacked DF length after = 2344004\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.3 MiB/ 79.3 MiB]                                                \n",
      "Operation completed over 1 objects/79.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1055\n",
      "SMA Absolute = 66.0\n",
      "Error for the Trip = -16.66 %\n",
      "length of the test trip df = 1320\n",
      "Length of stacked DF length prior = 2344004\n",
      "Length of stacked DF length after = 2345324\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.3 MiB/ 79.3 MiB]                                                \n",
      "Operation completed over 1 objects/79.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1056\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -1.08 %\n",
      "length of the test trip df = 840\n",
      "Length of stacked DF length prior = 2345324\n",
      "Length of stacked DF length after = 2346164\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.3 MiB/ 79.3 MiB]                                                \n",
      "Operation completed over 1 objects/79.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1057\n",
      "SMA Absolute = 64.9\n",
      "Error for the Trip = -159.20 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2346164\n",
      "Length of stacked DF length after = 2346344\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.3 MiB/ 79.3 MiB]                                                \n",
      "Operation completed over 1 objects/79.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1058\n",
      "SMA Absolute = 90.4\n",
      "Error for the Trip = 4.82 %\n",
      "length of the test trip df = 3300\n",
      "Length of stacked DF length prior = 2346344\n",
      "Length of stacked DF length after = 2349644\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 79.5 MiB/ 79.5 MiB]                                                \n",
      "Operation completed over 1 objects/79.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1059\n",
      "SMA Absolute = 73.9\n",
      "Error for the Trip = 7.18 %\n",
      "length of the test trip df = 3540\n",
      "Length of stacked DF length prior = 2349644\n",
      "Length of stacked DF length after = 2353184\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.6 MiB/ 79.6 MiB]                                                \n",
      "Operation completed over 1 objects/79.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1060\n",
      "SMA Absolute = 51.5\n",
      "Error for the Trip = -1.68 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 2353184\n",
      "Length of stacked DF length after = 2354144\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 79.6 MiB/ 79.6 MiB]                                                \n",
      "Operation completed over 1 objects/79.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1061\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = 1.98 %\n",
      "length of the test trip df = 2040\n",
      "Length of stacked DF length prior = 2354144\n",
      "Length of stacked DF length after = 2356184\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.7 MiB/ 79.7 MiB]                                                \n",
      "Operation completed over 1 objects/79.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1062\n",
      "SMA Absolute = 82.3\n",
      "Error for the Trip = 5.43 %\n",
      "length of the test trip df = 900\n",
      "Length of stacked DF length prior = 2356184\n",
      "Length of stacked DF length after = 2357084\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.7 MiB/ 79.7 MiB]                                                \n",
      "Operation completed over 1 objects/79.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1063\n",
      "SMA Absolute = 76.6\n",
      "Error for the Trip = -1.02 %\n",
      "length of the test trip df = 2040\n",
      "Length of stacked DF length prior = 2357084\n",
      "Length of stacked DF length after = 2359124\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 79.8 MiB/ 79.8 MiB]                                                \n",
      "Operation completed over 1 objects/79.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1064\n",
      "SMA Absolute = 61.0\n",
      "Error for the Trip = -8.37 %\n",
      "length of the test trip df = 1020\n",
      "Length of stacked DF length prior = 2359124\n",
      "Length of stacked DF length after = 2360144\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.8 MiB/ 79.8 MiB]                                                \n",
      "Operation completed over 1 objects/79.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1065\n",
      "SMA Absolute = 87.6\n",
      "Error for the Trip = 2.47 %\n",
      "length of the test trip df = 4020\n",
      "Length of stacked DF length prior = 2360144\n",
      "Length of stacked DF length after = 2364164\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 79.9 MiB/ 79.9 MiB]                                                \n",
      "Operation completed over 1 objects/79.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1066\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = -6.66 %\n",
      "length of the test trip df = 5520\n",
      "Length of stacked DF length prior = 2364164\n",
      "Length of stacked DF length after = 2369684\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.1 MiB/ 80.1 MiB]                                                \n",
      "Operation completed over 1 objects/80.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1067\n",
      "SMA Absolute = 64.5\n",
      "Error for the Trip = -14.69 %\n",
      "length of the test trip df = 1260\n",
      "Length of stacked DF length prior = 2369684\n",
      "Length of stacked DF length after = 2370944\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.2 MiB/ 80.2 MiB]                                                \n",
      "Operation completed over 1 objects/80.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1068\n",
      "SMA Absolute = 90.8\n",
      "Error for the Trip = -6.78 %\n",
      "length of the test trip df = 7380\n",
      "Length of stacked DF length prior = 2370944\n",
      "Length of stacked DF length after = 2378324\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.4 MiB/ 80.4 MiB]                                                \n",
      "Operation completed over 1 objects/80.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1069\n",
      "SMA Absolute = 66.8\n",
      "Error for the Trip = -39.27 %\n",
      "length of the test trip df = 1260\n",
      "Length of stacked DF length prior = 2378324\n",
      "Length of stacked DF length after = 2379584\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.5 MiB/ 80.5 MiB]                                                \n",
      "Operation completed over 1 objects/80.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1070\n",
      "SMA Absolute = 91.0\n",
      "Error for the Trip = 6.14 %\n",
      "length of the test trip df = 3360\n",
      "Length of stacked DF length prior = 2379584\n",
      "Length of stacked DF length after = 2382944\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.6 MiB/ 80.6 MiB]                                                \n",
      "Operation completed over 1 objects/80.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1071\n",
      "SMA Absolute = 78.5\n",
      "Error for the Trip = -1.34 %\n",
      "length of the test trip df = 3000\n",
      "Length of stacked DF length prior = 2382944\n",
      "Length of stacked DF length after = 2385944\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.7 MiB/ 80.7 MiB]                                                \n",
      "Operation completed over 1 objects/80.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1072\n",
      "SMA Absolute = 64.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2385944\n",
      "Length of stacked DF length after = 2386004\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.7 MiB/ 80.7 MiB]                                                \n",
      "Operation completed over 1 objects/80.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1073\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -39185424930033.33 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2386004\n",
      "Length of stacked DF length after = 2386064\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.7 MiB/ 80.7 MiB]                                                \n",
      "Operation completed over 1 objects/80.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1074\n",
      "SMA Absolute = 76.7\n",
      "Error for the Trip = 15.80 %\n",
      "length of the test trip df = 900\n",
      "Length of stacked DF length prior = 2386064\n",
      "Length of stacked DF length after = 2386964\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 80.7 MiB/ 80.7 MiB]                                                \n",
      "Operation completed over 1 objects/80.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1075\n",
      "SMA Absolute = 72.3\n",
      "Error for the Trip = -2.01 %\n",
      "length of the test trip df = 3539\n",
      "Length of stacked DF length prior = 2386964\n",
      "Length of stacked DF length after = 2390503\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.8 MiB/ 80.8 MiB]                                                \n",
      "Operation completed over 1 objects/80.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1076\n",
      "SMA Absolute = 52.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2390503\n",
      "Length of stacked DF length after = 2390563\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.8 MiB/ 80.8 MiB]                                                \n",
      "Operation completed over 1 objects/80.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1077\n",
      "SMA Absolute = 91.2\n",
      "Error for the Trip = 1.89 %\n",
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 2390563\n",
      "Length of stacked DF length after = 2393443\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 80.9 MiB/ 80.9 MiB]                                                \n",
      "Operation completed over 1 objects/80.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1078\n",
      "SMA Absolute = 74.6\n",
      "Error for the Trip = -3.58 %\n",
      "length of the test trip df = 1200\n",
      "Length of stacked DF length prior = 2393443\n",
      "Length of stacked DF length after = 2394643\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.0 MiB/ 81.0 MiB]                                                \n",
      "Operation completed over 1 objects/81.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1079\n",
      "SMA Absolute = 66.1\n",
      "Error for the Trip = -0.39 %\n",
      "length of the test trip df = 2160\n",
      "Length of stacked DF length prior = 2394643\n",
      "Length of stacked DF length after = 2396803\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.1 MiB/ 81.1 MiB]                                                \n",
      "Operation completed over 1 objects/81.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1080\n",
      "SMA Absolute = 89.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2396803\n",
      "Length of stacked DF length after = 2396863\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.1 MiB/ 81.1 MiB]                                                \n",
      "Operation completed over 1 objects/81.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1081\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = -2.42 %\n",
      "length of the test trip df = 4593\n",
      "Length of stacked DF length prior = 2396863\n",
      "Length of stacked DF length after = 2401456\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.2 MiB/ 81.2 MiB]                                                \n",
      "Operation completed over 1 objects/81.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1082\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = 2.88 %\n",
      "length of the test trip df = 5640\n",
      "Length of stacked DF length prior = 2401456\n",
      "Length of stacked DF length after = 2407096\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 81.4 MiB/ 81.4 MiB]                                                \n",
      "Operation completed over 1 objects/81.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1083\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -156.53 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2407096\n",
      "Length of stacked DF length after = 2407336\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.4 MiB/ 81.4 MiB]                                                \n",
      "Operation completed over 1 objects/81.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1084\n",
      "SMA Absolute = 91.0\n",
      "Error for the Trip = 0.23 %\n",
      "length of the test trip df = 4920\n",
      "Length of stacked DF length prior = 2407336\n",
      "Length of stacked DF length after = 2412256\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.6 MiB/ 81.6 MiB]                                                \n",
      "Operation completed over 1 objects/81.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1085\n",
      "SMA Absolute = 71.9\n",
      "Error for the Trip = -6.45 %\n",
      "length of the test trip df = 2760\n",
      "Length of stacked DF length prior = 2412256\n",
      "Length of stacked DF length after = 2415016\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.7 MiB/ 81.7 MiB]                                                \n",
      "Operation completed over 1 objects/81.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1086\n",
      "SMA Absolute = 91.0\n",
      "Error for the Trip = -8.57 %\n",
      "length of the test trip df = 3300\n",
      "Length of stacked DF length prior = 2415016\n",
      "Length of stacked DF length after = 2418316\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.8 MiB/ 81.8 MiB]                                                \n",
      "Operation completed over 1 objects/81.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1087\n",
      "SMA Absolute = 79.6\n",
      "Error for the Trip = 5.39 %\n",
      "length of the test trip df = 3840\n",
      "Length of stacked DF length prior = 2418316\n",
      "Length of stacked DF length after = 2422156\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 81.9 MiB/ 81.9 MiB]                                                \n",
      "Operation completed over 1 objects/81.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1088\n",
      "SMA Absolute = 91.6\n",
      "Error for the Trip = 11.29 %\n",
      "length of the test trip df = 2700\n",
      "Length of stacked DF length prior = 2422156\n",
      "Length of stacked DF length after = 2424856\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 82.0 MiB/ 82.0 MiB]                                                \n",
      "Operation completed over 1 objects/82.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1089\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -1.27 %\n",
      "length of the test trip df = 4260\n",
      "Length of stacked DF length prior = 2424856\n",
      "Length of stacked DF length after = 2429116\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.2 MiB/ 82.2 MiB]                                                \n",
      "Operation completed over 1 objects/82.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1090\n",
      "SMA Absolute = 63.4\n",
      "Error for the Trip = 6.57 %\n",
      "length of the test trip df = 1680\n",
      "Length of stacked DF length prior = 2429116\n",
      "Length of stacked DF length after = 2430796\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.2 MiB/ 82.2 MiB]                                                \n",
      "Operation completed over 1 objects/82.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1091\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -110.49 %\n",
      "length of the test trip df = 660\n",
      "Length of stacked DF length prior = 2430796\n",
      "Length of stacked DF length after = 2431456\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.2 MiB/ 82.2 MiB]                                                \n",
      "Operation completed over 1 objects/82.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1092\n",
      "SMA Absolute = 92.2\n",
      "Error for the Trip = -58.69 %\n",
      "length of the test trip df = 297\n",
      "Length of stacked DF length prior = 2431456\n",
      "Length of stacked DF length after = 2431753\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 82.2 MiB/ 82.2 MiB]                                                \n",
      "Operation completed over 1 objects/82.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1093\n",
      "SMA Absolute = 91.6\n",
      "Error for the Trip = -3.29 %\n",
      "length of the test trip df = 5940\n",
      "Length of stacked DF length prior = 2431753\n",
      "Length of stacked DF length after = 2437693\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.4 MiB/ 82.4 MiB]                                                \n",
      "Operation completed over 1 objects/82.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1094\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = 13.88 %\n",
      "length of the test trip df = 3120\n",
      "Length of stacked DF length prior = 2437693\n",
      "Length of stacked DF length after = 2440813\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.5 MiB/ 82.5 MiB]                                                \n",
      "Operation completed over 1 objects/82.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1095\n",
      "SMA Absolute = 69.0\n",
      "Error for the Trip = 0.83 %\n",
      "length of the test trip df = 1620\n",
      "Length of stacked DF length prior = 2440813\n",
      "Length of stacked DF length after = 2442433\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.6 MiB/ 82.6 MiB]                                                \n",
      "Operation completed over 1 objects/82.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1096\n",
      "SMA Absolute = 57.9\n",
      "Error for the Trip = -260.86 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2442433\n",
      "Length of stacked DF length after = 2442553\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.6 MiB/ 82.6 MiB]                                                \n",
      "Operation completed over 1 objects/82.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1097\n",
      "SMA Absolute = 56.1\n",
      "Error for the Trip = -3.96 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 2442553\n",
      "Length of stacked DF length after = 2443513\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.6 MiB/ 82.6 MiB]                                                \n",
      "Operation completed over 1 objects/82.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1098\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -25.89 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2443513\n",
      "Length of stacked DF length after = 2443633\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.6 MiB/ 82.6 MiB]                                                \n",
      "Operation completed over 1 objects/82.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1099\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = -12.03 %\n",
      "length of the test trip df = 2640\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2443633\n",
      "Length of stacked DF length after = 2446273\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.7 MiB/ 82.7 MiB]                                                \n",
      "Operation completed over 1 objects/82.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1100\n",
      "SMA Absolute = 52.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2446273\n",
      "Length of stacked DF length after = 2446333\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.7 MiB/ 82.7 MiB]                                                \n",
      "Operation completed over 1 objects/82.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1101\n",
      "SMA Absolute = 79.8\n",
      "Error for the Trip = 7.51 %\n",
      "length of the test trip df = 3420\n",
      "Length of stacked DF length prior = 2446333\n",
      "Length of stacked DF length after = 2449753\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.8 MiB/ 82.8 MiB]                                                \n",
      "Operation completed over 1 objects/82.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1102\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2449753\n",
      "Length of stacked DF length after = 2449813\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 82.8 MiB/ 82.8 MiB]                                                \n",
      "Operation completed over 1 objects/82.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1103\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = -1.42 %\n",
      "length of the test trip df = 3420\n",
      "Length of stacked DF length prior = 2449813\n",
      "Length of stacked DF length after = 2453233\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.0 MiB/ 83.0 MiB]                                                \n",
      "Operation completed over 1 objects/83.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1104\n",
      "SMA Absolute = 66.3\n",
      "Error for the Trip = -2.74 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 2453233\n",
      "Length of stacked DF length after = 2456293\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 83.1 MiB/ 83.1 MiB]                                                \n",
      "Operation completed over 1 objects/83.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1105\n",
      "SMA Absolute = 48.8\n",
      "Error for the Trip = 2.87 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 2456293\n",
      "Length of stacked DF length after = 2457253\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 83.1 MiB/ 83.1 MiB]                                                \n",
      "Operation completed over 1 objects/83.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1106\n",
      "SMA Absolute = 89.3\n",
      "Error for the Trip = -4.03 %\n",
      "length of the test trip df = 2940\n",
      "Length of stacked DF length prior = 2457253\n",
      "Length of stacked DF length after = 2460193\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.2 MiB/ 83.2 MiB]                                                \n",
      "Operation completed over 1 objects/83.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1107\n",
      "SMA Absolute = 73.6\n",
      "Error for the Trip = 11.16 %\n",
      "length of the test trip df = 1260\n",
      "Length of stacked DF length prior = 2460193\n",
      "Length of stacked DF length after = 2461453\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.2 MiB/ 83.2 MiB]                                                \n",
      "Operation completed over 1 objects/83.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1108\n",
      "SMA Absolute = 64.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2461453\n",
      "Length of stacked DF length after = 2461513\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.2 MiB/ 83.2 MiB]                                                \n",
      "Operation completed over 1 objects/83.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1109\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = 3.52 %\n",
      "length of the test trip df = 4380\n",
      "Length of stacked DF length prior = 2461513\n",
      "Length of stacked DF length after = 2465893\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.4 MiB/ 83.4 MiB]                                                \n",
      "Operation completed over 1 objects/83.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1110\n",
      "SMA Absolute = 92.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2465893\n",
      "Length of stacked DF length after = 2465953\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.4 MiB/ 83.4 MiB]                                                \n",
      "Operation completed over 1 objects/83.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1111\n",
      "SMA Absolute = 92.4\n",
      "Error for the Trip = 3.30 %\n",
      "length of the test trip df = 2460\n",
      "Length of stacked DF length prior = 2465953\n",
      "Length of stacked DF length after = 2468413\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.5 MiB/ 83.5 MiB]                                                \n",
      "Operation completed over 1 objects/83.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1112\n",
      "SMA Absolute = 78.7\n",
      "Error for the Trip = 3.51 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 2468413\n",
      "Length of stacked DF length after = 2471473\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 83.6 MiB/ 83.6 MiB]                                                \n",
      "Operation completed over 1 objects/83.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1113\n",
      "SMA Absolute = 47.9\n",
      "Error for the Trip = -98.45 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2471473\n",
      "Length of stacked DF length after = 2471593\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 83.6 MiB/ 83.6 MiB]                                                \n",
      "Operation completed over 1 objects/83.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1114\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = 2.78 %\n",
      "length of the test trip df = 3720\n",
      "Length of stacked DF length prior = 2471593\n",
      "Length of stacked DF length after = 2475313\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.7 MiB/ 83.7 MiB]                                                \n",
      "Operation completed over 1 objects/83.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1115\n",
      "SMA Absolute = 64.7\n",
      "Error for the Trip = -1.69 %\n",
      "length of the test trip df = 2160\n",
      "Length of stacked DF length prior = 2475313\n",
      "Length of stacked DF length after = 2477473\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 83.8 MiB/ 83.8 MiB]                                                \n",
      "Operation completed over 1 objects/83.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1116\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = 6.95 %\n",
      "length of the test trip df = 6360\n",
      "Length of stacked DF length prior = 2477473\n",
      "Length of stacked DF length after = 2483833\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.0 MiB/ 84.0 MiB]                                                \n",
      "Operation completed over 1 objects/84.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1117\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = 4.54 %\n",
      "length of the test trip df = 4320\n",
      "Length of stacked DF length prior = 2483833\n",
      "Length of stacked DF length after = 2488153\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.1 MiB/ 84.1 MiB]                                                \n",
      "Operation completed over 1 objects/84.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1118\n",
      "SMA Absolute = 71.9\n",
      "Error for the Trip = 0.84 %\n",
      "length of the test trip df = 1920\n",
      "Length of stacked DF length prior = 2488153\n",
      "Length of stacked DF length after = 2490073\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.2 MiB/ 84.2 MiB]                                                \n",
      "Operation completed over 1 objects/84.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1119\n",
      "SMA Absolute = 60.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2490073\n",
      "Length of stacked DF length after = 2490253\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.2 MiB/ 84.2 MiB]                                                \n",
      "Operation completed over 1 objects/84.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1120\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = -6.17 %\n",
      "length of the test trip df = 7860\n",
      "Length of stacked DF length prior = 2490253\n",
      "Length of stacked DF length after = 2498113\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.5 MiB/ 84.5 MiB]                                                \n",
      "Operation completed over 1 objects/84.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1121\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -2.55 %\n",
      "length of the test trip df = 4919\n",
      "Length of stacked DF length prior = 2498113\n",
      "Length of stacked DF length after = 2503032\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.7 MiB/ 84.7 MiB]                                                \n",
      "Operation completed over 1 objects/84.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1122\n",
      "SMA Absolute = 54.9\n",
      "Error for the Trip = -16660027146140.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2503032\n",
      "Length of stacked DF length after = 2503092\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.7 MiB/ 84.7 MiB]                                                \n",
      "Operation completed over 1 objects/84.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1123\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -0.43 %\n",
      "length of the test trip df = 5280\n",
      "Length of stacked DF length prior = 2503092\n",
      "Length of stacked DF length after = 2508372\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.8 MiB/ 84.8 MiB]                                                \n",
      "Operation completed over 1 objects/84.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1124\n",
      "SMA Absolute = 59.8\n",
      "Error for the Trip = 8.36 %\n",
      "length of the test trip df = 1080\n",
      "Length of stacked DF length prior = 2508372\n",
      "Length of stacked DF length after = 2509452\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.9 MiB/ 84.9 MiB]                                                \n",
      "Operation completed over 1 objects/84.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1125\n",
      "SMA Absolute = 52.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2509452\n",
      "Length of stacked DF length after = 2509512\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 84.9 MiB/ 84.9 MiB]                                                \n",
      "Operation completed over 1 objects/84.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1126\n",
      "SMA Absolute = 51.8\n",
      "Error for the Trip = -60372644003740.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2509512\n",
      "Length of stacked DF length after = 2509572\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 84.9 MiB/ 84.9 MiB]                                                \n",
      "Operation completed over 1 objects/84.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1127\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = 1.13 %\n",
      "length of the test trip df = 5340\n",
      "Length of stacked DF length prior = 2509572\n",
      "Length of stacked DF length after = 2514912\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 85.1 MiB/ 85.1 MiB]                                                \n",
      "Operation completed over 1 objects/85.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1128\n",
      "SMA Absolute = 45.9\n",
      "Error for the Trip = -5179965439900.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2514912\n",
      "Length of stacked DF length after = 2514972\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 85.1 MiB/ 85.1 MiB]                                                \n",
      "Operation completed over 1 objects/85.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1129\n",
      "SMA Absolute = 89.2\n",
      "Error for the Trip = -3.28 %\n",
      "length of the test trip df = 7080\n",
      "Length of stacked DF length prior = 2514972\n",
      "Length of stacked DF length after = 2522052\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 85.3 MiB/ 85.3 MiB]                                                \n",
      "Operation completed over 1 objects/85.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1130\n",
      "SMA Absolute = 45.2\n",
      "Error for the Trip = -4.34 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 2522052\n",
      "Length of stacked DF length after = 2523012\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 85.3 MiB/ 85.3 MiB]                                                \n",
      "Operation completed over 1 objects/85.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1131\n",
      "SMA Absolute = 89.0\n",
      "Error for the Trip = -125.37 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2523012\n",
      "Length of stacked DF length after = 2523132\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 85.3 MiB/ 85.3 MiB]                                                \n",
      "Operation completed over 1 objects/85.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1132\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = 8.89 %\n",
      "length of the test trip df = 1740\n",
      "Length of stacked DF length prior = 2523132\n",
      "Length of stacked DF length after = 2524872\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 85.4 MiB/ 85.4 MiB]                                                \n",
      "Operation completed over 1 objects/85.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1133\n",
      "SMA Absolute = 81.0\n",
      "Error for the Trip = -1.11 %\n",
      "length of the test trip df = 4200\n",
      "Length of stacked DF length prior = 2524872\n",
      "Length of stacked DF length after = 2529072\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 85.5 MiB/ 85.5 MiB]                                                \n",
      "Operation completed over 1 objects/85.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1134\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2529072\n",
      "Length of stacked DF length after = 2529192\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 85.5 MiB/ 85.5 MiB]                                                \n",
      "Operation completed over 1 objects/85.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1135\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -4.63 %\n",
      "length of the test trip df = 5940\n",
      "Length of stacked DF length prior = 2529192\n",
      "Length of stacked DF length after = 2535132\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 85.7 MiB/ 85.7 MiB]                                                \n",
      "Operation completed over 1 objects/85.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1136\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 1.53 %\n",
      "length of the test trip df = 6720\n",
      "Length of stacked DF length prior = 2535132\n",
      "Length of stacked DF length after = 2541852\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 86.0 MiB/ 86.0 MiB]                                                \n",
      "Operation completed over 1 objects/86.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1137\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = -13.14 %\n",
      "length of the test trip df = 4680\n",
      "Length of stacked DF length prior = 2541852\n",
      "Length of stacked DF length after = 2546532\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 86.1 MiB/ 86.1 MiB]                                                \n",
      "Operation completed over 1 objects/86.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1138\n",
      "SMA Absolute = 66.3\n",
      "Error for the Trip = -12.49 %\n",
      "length of the test trip df = 1200\n",
      "Length of stacked DF length prior = 2546532\n",
      "Length of stacked DF length after = 2547732\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 86.2 MiB/ 86.2 MiB]                                                \n",
      "Operation completed over 1 objects/86.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1139\n",
      "SMA Absolute = 40.7\n",
      "Error for the Trip = -50.52 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2547732\n",
      "Length of stacked DF length after = 2548032\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 86.2 MiB/ 86.2 MiB]                                                \n",
      "Operation completed over 1 objects/86.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1140\n",
      "SMA Absolute = 48.2\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2548032\n",
      "Length of stacked DF length after = 2548092\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 86.2 MiB/ 86.2 MiB]                                                \n",
      "Operation completed over 1 objects/86.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1141\n",
      "SMA Absolute = 48.1\n",
      "Error for the Trip = -25.69 %\n",
      "length of the test trip df = 1020\n",
      "Length of stacked DF length prior = 2548092\n",
      "Length of stacked DF length after = 2549112\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 86.2 MiB/ 86.2 MiB]                                                \n",
      "Operation completed over 1 objects/86.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1142\n",
      "SMA Absolute = 43.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2549112\n",
      "Length of stacked DF length after = 2549172\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 86.2 MiB/ 86.2 MiB]                                                \n",
      "Operation completed over 1 objects/86.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1143\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = 4.39 %\n",
      "length of the test trip df = 6240\n",
      "Length of stacked DF length prior = 2549172\n",
      "Length of stacked DF length after = 2555412\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 86.4 MiB/ 86.4 MiB]                                                \n",
      "Operation completed over 1 objects/86.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1144\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -11.15 %\n",
      "length of the test trip df = 6840\n",
      "Length of stacked DF length prior = 2555412\n",
      "Length of stacked DF length after = 2562252\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 86.7 MiB/ 86.7 MiB]                                                \n",
      "Operation completed over 1 objects/86.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1145\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = 6.65 %\n",
      "length of the test trip df = 5280\n",
      "Length of stacked DF length prior = 2562252\n",
      "Length of stacked DF length after = 2567532\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 86.8 MiB/ 86.8 MiB]                                                \n",
      "Operation completed over 1 objects/86.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1146\n",
      "SMA Absolute = 53.4\n",
      "Error for the Trip = 7.92 %\n",
      "length of the test trip df = 1200\n",
      "Length of stacked DF length prior = 2567532\n",
      "Length of stacked DF length after = 2568732\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 86.9 MiB/ 86.9 MiB]                                                \n",
      "Operation completed over 1 objects/86.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1147\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = 5.08 %\n",
      "length of the test trip df = 5518\n",
      "Length of stacked DF length prior = 2568732\n",
      "Length of stacked DF length after = 2574250\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 87.1 MiB/ 87.1 MiB]                                                \n",
      "Operation completed over 1 objects/87.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1148\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -2.97 %\n",
      "length of the test trip df = 6660\n",
      "Length of stacked DF length prior = 2574250\n",
      "Length of stacked DF length after = 2580910\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 87.3 MiB/ 87.3 MiB]                                                \n",
      "Operation completed over 1 objects/87.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1149\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = 7.43 %\n",
      "length of the test trip df = 3960\n",
      "Length of stacked DF length prior = 2580910\n",
      "Length of stacked DF length after = 2584870\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 87.4 MiB/ 87.4 MiB]                                                \n",
      "Operation completed over 1 objects/87.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1150\n",
      "SMA Absolute = 89.5\n",
      "Error for the Trip = -3530735147785.71 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2584870\n",
      "Length of stacked DF length after = 2584930\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 87.4 MiB/ 87.4 MiB]                                                \n",
      "Operation completed over 1 objects/87.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1151\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -528.17 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2584930\n",
      "Length of stacked DF length after = 2585110\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 87.4 MiB/ 87.4 MiB]                                                \n",
      "Operation completed over 1 objects/87.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1152\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = -8.90 %\n",
      "length of the test trip df = 7380\n",
      "Length of stacked DF length prior = 2585110\n",
      "Length of stacked DF length after = 2592490\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 87.7 MiB/ 87.7 MiB]                                                \n",
      "Operation completed over 1 objects/87.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1153\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = 7.09 %\n",
      "length of the test trip df = 5460\n",
      "Length of stacked DF length prior = 2592490\n",
      "Length of stacked DF length after = 2597950\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 87.9 MiB/ 87.9 MiB]                                                \n",
      "Operation completed over 1 objects/87.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1154\n",
      "SMA Absolute = 61.9\n",
      "Error for the Trip = -34.78 %\n",
      "length of the test trip df = 1200\n",
      "Length of stacked DF length prior = 2597950\n",
      "Length of stacked DF length after = 2599150\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 87.9 MiB/ 87.9 MiB]                                                \n",
      "Operation completed over 1 objects/87.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1155\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -70.60 %\n",
      "length of the test trip df = 1199\n",
      "Length of stacked DF length prior = 2599150\n",
      "Length of stacked DF length after = 2600349\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 88.0 MiB/ 88.0 MiB]                                                \n",
      "Operation completed over 1 objects/88.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1156\n",
      "SMA Absolute = 87.5\n",
      "Error for the Trip = -7.01 %\n",
      "length of the test trip df = 7860\n",
      "Length of stacked DF length prior = 2600349\n",
      "Length of stacked DF length after = 2608209\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 88.2 MiB/ 88.2 MiB]                                                \n",
      "Operation completed over 1 objects/88.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1157\n",
      "SMA Absolute = 51.4\n",
      "Error for the Trip = -4924831919442.86 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2608209\n",
      "Length of stacked DF length after = 2608269\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 88.2 MiB/ 88.2 MiB]                                                \n",
      "Operation completed over 1 objects/88.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1158\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -3.96 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2608269\n",
      "Length of stacked DF length after = 2608449\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 88.2 MiB/ 88.2 MiB]                                                \n",
      "Operation completed over 1 objects/88.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1159\n",
      "SMA Absolute = 91.7\n",
      "Error for the Trip = -0.59 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2608449\n",
      "Length of stacked DF length after = 2608689\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 88.2 MiB/ 88.2 MiB]                                                \n",
      "Operation completed over 1 objects/88.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1160\n",
      "SMA Absolute = 90.8\n",
      "Error for the Trip = 2.11 %\n",
      "length of the test trip df = 6780\n",
      "Length of stacked DF length prior = 2608689\n",
      "Length of stacked DF length after = 2615469\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 88.5 MiB/ 88.5 MiB]                                                \n",
      "Operation completed over 1 objects/88.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1161\n",
      "SMA Absolute = 43.1\n",
      "Error for the Trip = -15.77 %\n",
      "length of the test trip df = 600\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2615469\n",
      "Length of stacked DF length after = 2616069\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 88.5 MiB/ 88.5 MiB]                                                \n",
      "Operation completed over 1 objects/88.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1162\n",
      "SMA Absolute = 93.0\n",
      "Error for the Trip = 1.70 %\n",
      "length of the test trip df = 5640\n",
      "Length of stacked DF length prior = 2616069\n",
      "Length of stacked DF length after = 2621709\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 88.7 MiB/ 88.7 MiB]                                                \n",
      "Operation completed over 1 objects/88.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1163\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = -10.77 %\n",
      "length of the test trip df = 6600\n",
      "Length of stacked DF length prior = 2621709\n",
      "Length of stacked DF length after = 2628309\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 88.9 MiB/ 88.9 MiB]                                                \n",
      "Operation completed over 1 objects/88.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1164\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = 2.52 %\n",
      "length of the test trip df = 7199\n",
      "Length of stacked DF length prior = 2628309\n",
      "Length of stacked DF length after = 2635508\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 89.1 MiB/ 89.1 MiB]                                                \n",
      "Operation completed over 1 objects/89.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1165\n",
      "SMA Absolute = 92.8\n",
      "Error for the Trip = -3.84 %\n",
      "length of the test trip df = 2460\n",
      "Length of stacked DF length prior = 2635508\n",
      "Length of stacked DF length after = 2637968\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 89.2 MiB/ 89.2 MiB]                                                \n",
      "Operation completed over 1 objects/89.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1166\n",
      "SMA Absolute = 78.7\n",
      "Error for the Trip = 0.48 %\n",
      "length of the test trip df = 3300\n",
      "Length of stacked DF length prior = 2637968\n",
      "Length of stacked DF length after = 2641268\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 89.3 MiB/ 89.3 MiB]                                                \n",
      "Operation completed over 1 objects/89.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1167\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = -2.22 %\n",
      "length of the test trip df = 5220\n",
      "Length of stacked DF length prior = 2641268\n",
      "Length of stacked DF length after = 2646488\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 89.5 MiB/ 89.5 MiB]                                                \n",
      "Operation completed over 1 objects/89.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1168\n",
      "SMA Absolute = 58.6\n",
      "Error for the Trip = 5.84 %\n",
      "length of the test trip df = 1440\n",
      "Length of stacked DF length prior = 2646488\n",
      "Length of stacked DF length after = 2647928\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 89.6 MiB/ 89.6 MiB]                                                \n",
      "Operation completed over 1 objects/89.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1169\n",
      "SMA Absolute = 49.7\n",
      "Error for the Trip = 16.49 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2647928\n",
      "Length of stacked DF length after = 2648048\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 89.6 MiB/ 89.6 MiB]                                                \n",
      "Operation completed over 1 objects/89.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1170\n",
      "SMA Absolute = 48.5\n",
      "Error for the Trip = 55.74 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2648048\n",
      "Length of stacked DF length after = 2648228\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 89.6 MiB/ 89.6 MiB]                                                \n",
      "Operation completed over 1 objects/89.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1171\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = -0.85 %\n",
      "length of the test trip df = 4860\n",
      "Length of stacked DF length prior = 2648228\n",
      "Length of stacked DF length after = 2653088\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 89.7 MiB/ 89.7 MiB]                                                \n",
      "Operation completed over 1 objects/89.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1172\n",
      "SMA Absolute = 53.9\n",
      "Error for the Trip = 21.49 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2653088\n",
      "Length of stacked DF length after = 2653208\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 89.7 MiB/ 89.7 MiB]                                                \n",
      "Operation completed over 1 objects/89.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1173\n",
      "SMA Absolute = 52.6\n",
      "Error for the Trip = -36.97 %\n",
      "length of the test trip df = 540\n",
      "Length of stacked DF length prior = 2653208\n",
      "Length of stacked DF length after = 2653748\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 89.8 MiB/ 89.8 MiB]                                                \n",
      "Operation completed over 1 objects/89.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1174\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = 7.97 %\n",
      "length of the test trip df = 7260\n",
      "Length of stacked DF length prior = 2653748\n",
      "Length of stacked DF length after = 2661008\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 90.0 MiB/ 90.0 MiB]                                                \n",
      "Operation completed over 1 objects/90.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1175\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2661008\n",
      "Length of stacked DF length after = 2661068\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.0 MiB/ 90.0 MiB]                                                \n",
      "Operation completed over 1 objects/90.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1176\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 3.59 %\n",
      "length of the test trip df = 3720\n",
      "Length of stacked DF length prior = 2661068\n",
      "Length of stacked DF length after = 2664788\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 90.1 MiB/ 90.1 MiB]                                                \n",
      "Operation completed over 1 objects/90.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1177\n",
      "SMA Absolute = 70.0\n",
      "Error for the Trip = 7.47 %\n",
      "length of the test trip df = 1680\n",
      "Length of stacked DF length prior = 2664788\n",
      "Length of stacked DF length after = 2666468\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.2 MiB/ 90.2 MiB]                                                \n",
      "Operation completed over 1 objects/90.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1178\n",
      "SMA Absolute = 58.0\n",
      "Error for the Trip = -9.38 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2666468\n",
      "Length of stacked DF length after = 2666708\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.2 MiB/ 90.2 MiB]                                                \n",
      "Operation completed over 1 objects/90.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1179\n",
      "SMA Absolute = 83.2\n",
      "Error for the Trip = 3.29 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2666708\n",
      "Length of stacked DF length after = 2666948\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.2 MiB/ 90.2 MiB]                                                \n",
      "Operation completed over 1 objects/90.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1180\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = -11.20 %\n",
      "length of the test trip df = 6720\n",
      "Length of stacked DF length prior = 2666948\n",
      "Length of stacked DF length after = 2673668\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.4 MiB/ 90.4 MiB]                                                \n",
      "Operation completed over 1 objects/90.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1181\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 26.65 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2673668\n",
      "Length of stacked DF length after = 2673848\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.4 MiB/ 90.4 MiB]                                                \n",
      "Operation completed over 1 objects/90.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1182\n",
      "SMA Absolute = 50.6\n",
      "Error for the Trip = 1.40 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2673848\n",
      "Length of stacked DF length after = 2674148\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 90.5 MiB/ 90.5 MiB]                                                \n",
      "Operation completed over 1 objects/90.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1183\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2674148\n",
      "Length of stacked DF length after = 2674208\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.5 MiB/ 90.5 MiB]                                                \n",
      "Operation completed over 1 objects/90.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1184\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = -41.57 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2674208\n",
      "Length of stacked DF length after = 2674508\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.5 MiB/ 90.5 MiB]                                                \n",
      "Operation completed over 1 objects/90.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1185\n",
      "SMA Absolute = 91.5\n",
      "Error for the Trip = 38.15 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2674508\n",
      "Length of stacked DF length after = 2674628\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.5 MiB/ 90.5 MiB]                                                \n",
      "Operation completed over 1 objects/90.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1186\n",
      "SMA Absolute = 90.8\n",
      "Error for the Trip = 3.26 %\n",
      "length of the test trip df = 5160\n",
      "Length of stacked DF length prior = 2674628\n",
      "Length of stacked DF length after = 2679788\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.6 MiB/ 90.6 MiB]                                                \n",
      "Operation completed over 1 objects/90.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1187\n",
      "SMA Absolute = 57.4\n",
      "Error for the Trip = 5.60 %\n",
      "length of the test trip df = 1140\n",
      "Length of stacked DF length prior = 2679788\n",
      "Length of stacked DF length after = 2680928\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 90.7 MiB/ 90.7 MiB]                                                \n",
      "Operation completed over 1 objects/90.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1188\n",
      "SMA Absolute = 50.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2680928\n",
      "Length of stacked DF length after = 2680988\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.7 MiB/ 90.7 MiB]                                                \n",
      "Operation completed over 1 objects/90.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1189\n",
      "SMA Absolute = 49.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2680988\n",
      "Length of stacked DF length after = 2681048\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 90.7 MiB/ 90.7 MiB]                                                \n",
      "Operation completed over 1 objects/90.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1190\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -0.06 %\n",
      "length of the test trip df = 5340\n",
      "Length of stacked DF length prior = 2681048\n",
      "Length of stacked DF length after = 2686388\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 90.9 MiB/ 90.9 MiB]                                                \n",
      "Operation completed over 1 objects/90.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1191\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = -10.61 %\n",
      "length of the test trip df = 1439\n",
      "Length of stacked DF length prior = 2686388\n",
      "Length of stacked DF length after = 2687827\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.9 MiB/ 90.9 MiB]                                                \n",
      "Operation completed over 1 objects/90.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1192\n",
      "SMA Absolute = 89.0\n",
      "Error for the Trip = 8.40 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2687827\n",
      "Length of stacked DF length after = 2687947\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.9 MiB/ 90.9 MiB]                                                \n",
      "Operation completed over 1 objects/90.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1193\n",
      "SMA Absolute = 88.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2687947\n",
      "Length of stacked DF length after = 2688007\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.9 MiB/ 90.9 MiB]                                                \n",
      "Operation completed over 1 objects/90.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1194\n",
      "SMA Absolute = 88.4\n",
      "Error for the Trip = -10.88 %\n",
      "length of the test trip df = 296\n",
      "Length of stacked DF length prior = 2688007\n",
      "Length of stacked DF length after = 2688303\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 90.9 MiB/ 90.9 MiB]                                                \n",
      "Operation completed over 1 objects/90.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1195\n",
      "SMA Absolute = 87.4\n",
      "Error for the Trip = 0.28 %\n",
      "length of the test trip df = 5280\n",
      "Length of stacked DF length prior = 2688303\n",
      "Length of stacked DF length after = 2693583\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.1 MiB/ 91.1 MiB]                                                \n",
      "Operation completed over 1 objects/91.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1196\n",
      "SMA Absolute = 54.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2693583\n",
      "Length of stacked DF length after = 2693643\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.1 MiB/ 91.1 MiB]                                                \n",
      "Operation completed over 1 objects/91.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1197\n",
      "SMA Absolute = 91.1\n",
      "Error for the Trip = -19.21 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2693643\n",
      "Length of stacked DF length after = 2693763\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.1 MiB/ 91.1 MiB]                                                \n",
      "Operation completed over 1 objects/91.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1198\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = -1.22 %\n",
      "length of the test trip df = 7260\n",
      "Length of stacked DF length prior = 2693763\n",
      "Length of stacked DF length after = 2701023\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.4 MiB/ 91.4 MiB]                                                \n",
      "Operation completed over 1 objects/91.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1199\n",
      "SMA Absolute = 89.4\n",
      "Error for the Trip = -2.71 %\n",
      "length of the test trip df = 5820\n",
      "Length of stacked DF length prior = 2701023\n",
      "Length of stacked DF length after = 2706843\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 91.6 MiB/ 91.6 MiB]                                                \n",
      "Operation completed over 1 objects/91.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1200\n",
      "SMA Absolute = 52.3\n",
      "Error for the Trip = 0.29 %\n",
      "length of the test trip df = 480\n",
      "Length of stacked DF length prior = 2706843\n",
      "Length of stacked DF length after = 2707323\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.6 MiB/ 91.6 MiB]                                                \n",
      "Operation completed over 1 objects/91.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1201\n",
      "SMA Absolute = 50.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2707323\n",
      "Length of stacked DF length after = 2707563\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.6 MiB/ 91.6 MiB]                                                \n",
      "Operation completed over 1 objects/91.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1202\n",
      "SMA Absolute = 84.1\n",
      "Error for the Trip = -0.39 %\n",
      "length of the test trip df = 3240\n",
      "Length of stacked DF length prior = 2707563\n",
      "Length of stacked DF length after = 2710803\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 91.7 MiB/ 91.7 MiB]                                                \n",
      "Operation completed over 1 objects/91.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1203\n",
      "SMA Absolute = 58.4\n",
      "Error for the Trip = -2.58 %\n",
      "length of the test trip df = 2280\n",
      "Length of stacked DF length prior = 2710803\n",
      "Length of stacked DF length after = 2713083\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.8 MiB/ 91.8 MiB]                                                \n",
      "Operation completed over 1 objects/91.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1204\n",
      "SMA Absolute = 41.4\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2713083\n",
      "Length of stacked DF length after = 2713143\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.8 MiB/ 91.8 MiB]                                                \n",
      "Operation completed over 1 objects/91.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1205\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = -5.71 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2713143\n",
      "Length of stacked DF length after = 2713263\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 91.8 MiB/ 91.8 MiB]                                                \n",
      "Operation completed over 1 objects/91.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1206\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = 1.67 %\n",
      "length of the test trip df = 6540\n",
      "Length of stacked DF length prior = 2713263\n",
      "Length of stacked DF length after = 2719803\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 92.0 MiB/ 92.0 MiB]                                                \n",
      "Operation completed over 1 objects/92.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1207\n",
      "SMA Absolute = 47.1\n",
      "Error for the Trip = -2254378481271.43 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2719803\n",
      "Length of stacked DF length after = 2719863\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.0 MiB/ 92.0 MiB]                                                \n",
      "Operation completed over 1 objects/92.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1208\n",
      "SMA Absolute = 47.0\n",
      "Error for the Trip = -1.59 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2719863\n",
      "Length of stacked DF length after = 2720043\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.0 MiB/ 92.0 MiB]                                                \n",
      "Operation completed over 1 objects/92.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1209\n",
      "SMA Absolute = 46.2\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2720043\n",
      "Length of stacked DF length after = 2720103\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.0 MiB/ 92.0 MiB]                                                \n",
      "Operation completed over 1 objects/92.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1210\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = 2.07 %\n",
      "length of the test trip df = 4919\n",
      "Length of stacked DF length prior = 2720103\n",
      "Length of stacked DF length after = 2725022\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.2 MiB/ 92.2 MiB]                                                \n",
      "Operation completed over 1 objects/92.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1211\n",
      "SMA Absolute = 59.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2725022\n",
      "Length of stacked DF length after = 2725082\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.2 MiB/ 92.2 MiB]                                                \n",
      "Operation completed over 1 objects/92.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1212\n",
      "SMA Absolute = 91.1\n",
      "Error for the Trip = -1.20 %\n",
      "length of the test trip df = 7500\n",
      "Length of stacked DF length prior = 2725082\n",
      "Length of stacked DF length after = 2732582\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.4 MiB/ 92.4 MiB]                                                \n",
      "Operation completed over 1 objects/92.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1213\n",
      "SMA Absolute = 47.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2732582\n",
      "Length of stacked DF length after = 2732642\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.4 MiB/ 92.4 MiB]                                                \n",
      "Operation completed over 1 objects/92.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1214\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = -2.52 %\n",
      "length of the test trip df = 5940\n",
      "Length of stacked DF length prior = 2732642\n",
      "Length of stacked DF length after = 2738582\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.6 MiB/ 92.6 MiB]                                                \n",
      "Operation completed over 1 objects/92.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1215\n",
      "SMA Absolute = 55.5\n",
      "Error for the Trip = 4.42 %\n",
      "length of the test trip df = 1080\n",
      "Length of stacked DF length prior = 2738582\n",
      "Length of stacked DF length after = 2739662\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.7 MiB/ 92.7 MiB]                                                \n",
      "Operation completed over 1 objects/92.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1216\n",
      "SMA Absolute = 48.4\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2739662\n",
      "Length of stacked DF length after = 2739722\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 92.7 MiB/ 92.7 MiB]                                                \n",
      "Operation completed over 1 objects/92.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1217\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = 2.00 %\n",
      "length of the test trip df = 4379\n",
      "Length of stacked DF length prior = 2739722\n",
      "Length of stacked DF length after = 2744101\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.8 MiB/ 92.8 MiB]                                                \n",
      "Operation completed over 1 objects/92.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1218\n",
      "SMA Absolute = 45.9\n",
      "Error for the Trip = -4.42 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2744101\n",
      "Length of stacked DF length after = 2744401\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.8 MiB/ 92.8 MiB]                                                \n",
      "Operation completed over 1 objects/92.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1219\n",
      "SMA Absolute = 44.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2744401\n",
      "Length of stacked DF length after = 2744461\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.8 MiB/ 92.8 MiB]                                                \n",
      "Operation completed over 1 objects/92.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1220\n",
      "SMA Absolute = 89.3\n",
      "Error for the Trip = 4.14 %\n",
      "length of the test trip df = 2820\n",
      "Length of stacked DF length prior = 2744461\n",
      "Length of stacked DF length after = 2747281\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 92.9 MiB/ 92.9 MiB]                                                \n",
      "Operation completed over 1 objects/92.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1221\n",
      "SMA Absolute = 69.2\n",
      "Error for the Trip = 8.42 %\n",
      "length of the test trip df = 960\n",
      "Length of stacked DF length prior = 2747281\n",
      "Length of stacked DF length after = 2748241\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 93.0 MiB/ 93.0 MiB]                                                \n",
      "Operation completed over 1 objects/93.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1222\n",
      "SMA Absolute = 60.3\n",
      "Error for the Trip = 0.57 %\n",
      "length of the test trip df = 2460\n",
      "Length of stacked DF length prior = 2748241\n",
      "Length of stacked DF length after = 2750701\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 93.1 MiB/ 93.1 MiB]                                                \n",
      "Operation completed over 1 objects/93.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1223\n",
      "SMA Absolute = 43.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2750701\n",
      "Length of stacked DF length after = 2750761\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 93.1 MiB/ 93.1 MiB]                                                \n",
      "Operation completed over 1 objects/93.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1224\n",
      "SMA Absolute = 42.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2750761\n",
      "Length of stacked DF length after = 2750881\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 93.1 MiB/ 93.1 MiB]                                                \n",
      "Operation completed over 1 objects/93.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1225\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = 4.66 %\n",
      "length of the test trip df = 4980\n",
      "Length of stacked DF length prior = 2750881\n",
      "Length of stacked DF length after = 2755861\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 93.2 MiB/ 93.2 MiB]                                                \n",
      "Operation completed over 1 objects/93.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1226\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -0.14 %\n",
      "length of the test trip df = 4379\n",
      "Length of stacked DF length prior = 2755861\n",
      "Length of stacked DF length after = 2760240\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 93.4 MiB/ 93.4 MiB]                                                \n",
      "Operation completed over 1 objects/93.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1227\n",
      "SMA Absolute = 90.3\n",
      "Error for the Trip = -20.64 %\n",
      "length of the test trip df = 600\n",
      "Length of stacked DF length prior = 2760240\n",
      "Length of stacked DF length after = 2760840\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 93.4 MiB/ 93.4 MiB]                                                \n",
      "Operation completed over 1 objects/93.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1228\n",
      "SMA Absolute = 90.6\n",
      "Error for the Trip = -3.64 %\n",
      "length of the test trip df = 6960\n",
      "Length of stacked DF length prior = 2760840\n",
      "Length of stacked DF length after = 2767800\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 93.6 MiB/ 93.6 MiB]                                                \n",
      "Operation completed over 1 objects/93.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1229\n",
      "SMA Absolute = 60.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2767800\n",
      "Length of stacked DF length after = 2767860\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 93.6 MiB/ 93.6 MiB]                                                \n",
      "Operation completed over 1 objects/93.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1230\n",
      "SMA Absolute = 90.5\n",
      "Error for the Trip = 2.09 %\n",
      "length of the test trip df = 6720\n",
      "Length of stacked DF length prior = 2767860\n",
      "Length of stacked DF length after = 2774580\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 93.9 MiB/ 93.9 MiB]                                                \n",
      "Operation completed over 1 objects/93.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1231\n",
      "SMA Absolute = 48.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2774580\n",
      "Length of stacked DF length after = 2774640\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 93.9 MiB/ 93.9 MiB]                                                \n",
      "Operation completed over 1 objects/93.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1232\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -3.20 %\n",
      "length of the test trip df = 8520\n",
      "Length of stacked DF length prior = 2774640\n",
      "Length of stacked DF length after = 2783160\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 94.2 MiB/ 94.2 MiB]                                                \n",
      "Operation completed over 1 objects/94.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1233\n",
      "SMA Absolute = 47.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2783160\n",
      "Length of stacked DF length after = 2783220\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 94.2 MiB/ 94.2 MiB]                                                \n",
      "Operation completed over 1 objects/94.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1234\n",
      "SMA Absolute = 89.4\n",
      "Error for the Trip = -78.89 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2783220\n",
      "Length of stacked DF length after = 2783340\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.2 MiB/ 94.2 MiB]                                                \n",
      "Operation completed over 1 objects/94.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1235\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = -1.26 %\n",
      "length of the test trip df = 4680\n",
      "Length of stacked DF length prior = 2783340\n",
      "Length of stacked DF length after = 2788020\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.3 MiB/ 94.3 MiB]                                                \n",
      "Operation completed over 1 objects/94.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1236\n",
      "SMA Absolute = 60.3\n",
      "Error for the Trip = -4.32 %\n",
      "length of the test trip df = 1860\n",
      "Length of stacked DF length prior = 2788020\n",
      "Length of stacked DF length after = 2789880\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.4 MiB/ 94.4 MiB]                                                \n",
      "Operation completed over 1 objects/94.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1237\n",
      "SMA Absolute = 89.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2789880\n",
      "Length of stacked DF length after = 2789940\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.4 MiB/ 94.4 MiB]                                                \n",
      "Operation completed over 1 objects/94.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1238\n",
      "SMA Absolute = 89.0\n",
      "Error for the Trip = -2.57 %\n",
      "length of the test trip df = 3179\n",
      "Length of stacked DF length prior = 2789940\n",
      "Length of stacked DF length after = 2793119\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.5 MiB/ 94.5 MiB]                                                \n",
      "Operation completed over 1 objects/94.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1239\n",
      "SMA Absolute = 74.2\n",
      "Error for the Trip = 4.34 %\n",
      "length of the test trip df = 1380\n",
      "Length of stacked DF length prior = 2793119\n",
      "Length of stacked DF length after = 2794499\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 94.5 MiB/ 94.5 MiB]                                                \n",
      "Operation completed over 1 objects/94.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1240\n",
      "SMA Absolute = 63.0\n",
      "Error for the Trip = -6.84 %\n",
      "length of the test trip df = 1200\n",
      "Length of stacked DF length prior = 2794499\n",
      "Length of stacked DF length after = 2795699\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.6 MiB/ 94.6 MiB]                                                \n",
      "Operation completed over 1 objects/94.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1241\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = 2.22 %\n",
      "length of the test trip df = 5577\n",
      "Length of stacked DF length prior = 2795699\n",
      "Length of stacked DF length after = 2801276\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.8 MiB/ 94.8 MiB]                                                \n",
      "Operation completed over 1 objects/94.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1242\n",
      "SMA Absolute = 88.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2801276\n",
      "Length of stacked DF length after = 2801336\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 94.8 MiB/ 94.8 MiB]                                                \n",
      "Operation completed over 1 objects/94.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1243\n",
      "SMA Absolute = 92.3\n",
      "Error for the Trip = 5.82 %\n",
      "length of the test trip df = 2760\n",
      "Length of stacked DF length prior = 2801336\n",
      "Length of stacked DF length after = 2804096\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 94.9 MiB/ 94.9 MiB]                                                \n",
      "Operation completed over 1 objects/94.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1244\n",
      "SMA Absolute = 74.9\n",
      "Error for the Trip = 4.44 %\n",
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 2804096\n",
      "Length of stacked DF length after = 2806976\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 95.0 MiB/ 95.0 MiB]                                                \n",
      "Operation completed over 1 objects/95.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1245\n",
      "SMA Absolute = 46.9\n",
      "Error for the Trip = 10.25 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 2806976\n",
      "Length of stacked DF length after = 2807336\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 95.0 MiB/ 95.0 MiB]                                                \n",
      "Operation completed over 1 objects/95.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1246\n",
      "SMA Absolute = 46.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2807336\n",
      "Length of stacked DF length after = 2807396\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 95.0 MiB/ 95.0 MiB]                                                \n",
      "Operation completed over 1 objects/95.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1247\n",
      "SMA Absolute = 45.4\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2807396\n",
      "Length of stacked DF length after = 2807456\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 95.0 MiB/ 95.0 MiB]                                                \n",
      "Operation completed over 1 objects/95.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1248\n",
      "SMA Absolute = 89.4\n",
      "Error for the Trip = -4.67 %\n",
      "length of the test trip df = 8280\n",
      "Length of stacked DF length prior = 2807456\n",
      "Length of stacked DF length after = 2815736\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 95.3 MiB/ 95.3 MiB]                                                \n",
      "Operation completed over 1 objects/95.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1249\n",
      "SMA Absolute = 92.4\n",
      "Error for the Trip = -10.53 %\n",
      "length of the test trip df = 6239\n",
      "Length of stacked DF length prior = 2815736\n",
      "Length of stacked DF length after = 2821975\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 95.5 MiB/ 95.5 MiB]                                                \n",
      "Operation completed over 1 objects/95.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1250\n",
      "SMA Absolute = 68.1\n",
      "Error for the Trip = -26.45 %\n",
      "length of the test trip df = 900\n",
      "Length of stacked DF length prior = 2821975\n",
      "Length of stacked DF length after = 2822875\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 95.5 MiB/ 95.5 MiB]                                                \n",
      "Operation completed over 1 objects/95.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1251\n",
      "SMA Absolute = 89.9\n",
      "Error for the Trip = 9.87 %\n",
      "length of the test trip df = 3540\n",
      "Length of stacked DF length prior = 2822875\n",
      "Length of stacked DF length after = 2826415\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 95.6 MiB/ 95.6 MiB]                                                \n",
      "Operation completed over 1 objects/95.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1252\n",
      "SMA Absolute = 68.8\n",
      "Error for the Trip = -2.20 %\n",
      "length of the test trip df = 4500\n",
      "Length of stacked DF length prior = 2826415\n",
      "Length of stacked DF length after = 2830915\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 95.8 MiB/ 95.8 MiB]                                                \n",
      "Operation completed over 1 objects/95.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1253\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 2.59 %\n",
      "length of the test trip df = 4440\n",
      "Length of stacked DF length prior = 2830915\n",
      "Length of stacked DF length after = 2835355\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 95.9 MiB/ 95.9 MiB]                                                \n",
      "Operation completed over 1 objects/95.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1254\n",
      "SMA Absolute = 92.1\n",
      "Error for the Trip = -1.58 %\n",
      "length of the test trip df = 5700\n",
      "Length of stacked DF length prior = 2835355\n",
      "Length of stacked DF length after = 2841055\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 96.1 MiB/ 96.1 MiB]                                                \n",
      "Operation completed over 1 objects/96.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1255\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = 0.45 %\n",
      "length of the test trip df = 8340\n",
      "Length of stacked DF length prior = 2841055\n",
      "Length of stacked DF length after = 2849395\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 96.4 MiB/ 96.4 MiB]                                                \n",
      "Operation completed over 1 objects/96.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1256\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -8.96 %\n",
      "length of the test trip df = 6480\n",
      "Length of stacked DF length prior = 2849395\n",
      "Length of stacked DF length after = 2855875\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 96.6 MiB/ 96.6 MiB]                                                \n",
      "Operation completed over 1 objects/96.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1257\n",
      "SMA Absolute = 92.2\n",
      "Error for the Trip = -10.16 %\n",
      "length of the test trip df = 5940\n",
      "Length of stacked DF length prior = 2855875\n",
      "Length of stacked DF length after = 2861815\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 96.8 MiB/ 96.8 MiB]                                                \n",
      "Operation completed over 1 objects/96.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1258\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = 12.74 %\n",
      "length of the test trip df = 3480\n",
      "Length of stacked DF length prior = 2861815\n",
      "Length of stacked DF length after = 2865295\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 96.9 MiB/ 96.9 MiB]                                                \n",
      "Operation completed over 1 objects/96.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1259\n",
      "SMA Absolute = 68.4\n",
      "Error for the Trip = 2.27 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 2865295\n",
      "Length of stacked DF length after = 2868355\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.0 MiB/ 97.0 MiB]                                                \n",
      "Operation completed over 1 objects/97.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1260\n",
      "SMA Absolute = 48.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2868355\n",
      "Length of stacked DF length after = 2868415\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.0 MiB/ 97.0 MiB]                                                \n",
      "Operation completed over 1 objects/97.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1261\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2868415\n",
      "Length of stacked DF length after = 2868475\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.0 MiB/ 97.0 MiB]                                                \n",
      "Operation completed over 1 objects/97.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1262\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2868475\n",
      "Length of stacked DF length after = 2868535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.0 MiB/ 97.0 MiB]                                                \n",
      "Operation completed over 1 objects/97.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1263\n",
      "SMA Absolute = 68.1\n",
      "Error for the Trip = -5.13 %\n",
      "length of the test trip df = 2820\n",
      "Length of stacked DF length prior = 2868535\n",
      "Length of stacked DF length after = 2871355\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.1 MiB/ 97.1 MiB]                                                \n",
      "Operation completed over 1 objects/97.1 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1264\n",
      "SMA Absolute = 61.7\n",
      "Error for the Trip = -123.44 %\n",
      "length of the test trip df = 180\n",
      "Length of stacked DF length prior = 2871355\n",
      "Length of stacked DF length after = 2871535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.2 MiB/ 97.2 MiB]                                                \n",
      "Operation completed over 1 objects/97.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1265\n",
      "SMA Absolute = 85.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2871535\n",
      "Length of stacked DF length after = 2871595\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.2 MiB/ 97.2 MiB]                                                \n",
      "Operation completed over 1 objects/97.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1266\n",
      "SMA Absolute = 85.0\n",
      "Error for the Trip = -64.55 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 2871595\n",
      "Length of stacked DF length after = 2871835\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.2 MiB/ 97.2 MiB]                                                \n",
      "Operation completed over 1 objects/97.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1267\n",
      "SMA Absolute = 94.3\n",
      "Error for the Trip = -5.36 %\n",
      "length of the test trip df = 6180\n",
      "Length of stacked DF length prior = 2871835\n",
      "Length of stacked DF length after = 2878015\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.4 MiB/ 97.4 MiB]                                                \n",
      "Operation completed over 1 objects/97.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1268\n",
      "SMA Absolute = 66.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2878015\n",
      "Length of stacked DF length after = 2878135\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.4 MiB/ 97.4 MiB]                                                \n",
      "Operation completed over 1 objects/97.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1269\n",
      "SMA Absolute = 66.8\n",
      "Error for the Trip = -242223223056966.66 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 2878135\n",
      "Length of stacked DF length after = 2878255\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.4 MiB/ 97.4 MiB]                                                \n",
      "Operation completed over 1 objects/97.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1270\n",
      "SMA Absolute = 66.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2878255\n",
      "Length of stacked DF length after = 2878315\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.4 MiB/ 97.4 MiB]                                                \n",
      "Operation completed over 1 objects/97.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1271\n",
      "SMA Absolute = 91.0\n",
      "Error for the Trip = -136.63 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2878315\n",
      "Length of stacked DF length after = 2878615\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.4 MiB/ 97.4 MiB]                                                \n",
      "Operation completed over 1 objects/97.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1272\n",
      "SMA Absolute = 89.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2878615\n",
      "Length of stacked DF length after = 2878675\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.4 MiB/ 97.4 MiB]                                                \n",
      "Operation completed over 1 objects/97.4 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1273\n",
      "SMA Absolute = 89.7\n",
      "Error for the Trip = 6.75 %\n",
      "length of the test trip df = 3720\n",
      "Length of stacked DF length prior = 2878675\n",
      "Length of stacked DF length after = 2882395\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.5 MiB/ 97.5 MiB]                                                \n",
      "Operation completed over 1 objects/97.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1274\n",
      "SMA Absolute = 71.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2882395\n",
      "Length of stacked DF length after = 2882455\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.5 MiB/ 97.5 MiB]                                                \n",
      "Operation completed over 1 objects/97.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1275\n",
      "SMA Absolute = 72.6\n",
      "Error for the Trip = -1.63 %\n",
      "length of the test trip df = 2640\n",
      "Length of stacked DF length prior = 2882455\n",
      "Length of stacked DF length after = 2885095\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.6 MiB/ 97.6 MiB]                                                \n",
      "Operation completed over 1 objects/97.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1276\n",
      "SMA Absolute = 69.4\n",
      "Error for the Trip = 3.32 %\n",
      "length of the test trip df = 2580\n",
      "Length of stacked DF length prior = 2885095\n",
      "Length of stacked DF length after = 2887675\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1277\n",
      "SMA Absolute = 89.3\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2887675\n",
      "Length of stacked DF length after = 2887975\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1278\n",
      "SMA Absolute = 87.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 840\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2887975\n",
      "Length of stacked DF length after = 2888815\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1279\n",
      "SMA Absolute = 87.6\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2888815\n",
      "Length of stacked DF length after = 2888875\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1280\n",
      "SMA Absolute = 87.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2888875\n",
      "Length of stacked DF length after = 2889115\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1281\n",
      "SMA Absolute = 87.6\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2889115\n",
      "Length of stacked DF length after = 2889175\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1282\n",
      "SMA Absolute = 90.3\n",
      "Error for the Trip = -201.58 %\n",
      "length of the test trip df = 660\n",
      "Length of stacked DF length prior = 2889175\n",
      "Length of stacked DF length after = 2889835\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1283\n",
      "SMA Absolute = 90.2\n",
      "Error for the Trip = 100.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2889835\n",
      "Length of stacked DF length after = 2889895\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.7 MiB/ 97.7 MiB]                                                \n",
      "Operation completed over 1 objects/97.7 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1284\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -1.75 %\n",
      "length of the test trip df = 5280\n",
      "Length of stacked DF length prior = 2889895\n",
      "Length of stacked DF length after = 2895175\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 97.9 MiB/ 97.9 MiB]                                                \n",
      "Operation completed over 1 objects/97.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1285\n",
      "SMA Absolute = 70.8\n",
      "Error for the Trip = -3.73 %\n",
      "length of the test trip df = 3000\n",
      "Length of stacked DF length prior = 2895175\n",
      "Length of stacked DF length after = 2898175\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 98.0 MiB/ 98.0 MiB]                                                \n",
      "Operation completed over 1 objects/98.0 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1286\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -9.39 %\n",
      "length of the test trip df = 5040\n",
      "Length of stacked DF length prior = 2898175\n",
      "Length of stacked DF length after = 2903215\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 98.2 MiB/ 98.2 MiB]                                                \n",
      "Operation completed over 1 objects/98.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1287\n",
      "SMA Absolute = 77.5\n",
      "Error for the Trip = -24.32 %\n",
      "length of the test trip df = 1200\n",
      "Length of stacked DF length prior = 2903215\n",
      "Length of stacked DF length after = 2904415\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 98.2 MiB/ 98.2 MiB]                                                \n",
      "Operation completed over 1 objects/98.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1288\n",
      "SMA Absolute = 73.5\n",
      "Error for the Trip = 0.15 %\n",
      "length of the test trip df = 2580\n",
      "Length of stacked DF length prior = 2904415\n",
      "Length of stacked DF length after = 2906995\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 98.3 MiB/ 98.3 MiB]                                                \n",
      "Operation completed over 1 objects/98.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1289\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = 100.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 2906995\n",
      "Length of stacked DF length after = 2907055\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 98.3 MiB/ 98.3 MiB]                                                \n",
      "Operation completed over 1 objects/98.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1290\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = -0.78 %\n",
      "length of the test trip df = 4500\n",
      "Length of stacked DF length prior = 2907055\n",
      "Length of stacked DF length after = 2911555\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 98.5 MiB/ 98.5 MiB]                                                \n",
      "Operation completed over 1 objects/98.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1291\n",
      "SMA Absolute = 74.4\n",
      "Error for the Trip = 0.63 %\n",
      "length of the test trip df = 1140\n",
      "Length of stacked DF length prior = 2911555\n",
      "Length of stacked DF length after = 2912695\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 98.5 MiB/ 98.5 MiB]                                                \n",
      "Operation completed over 1 objects/98.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1292\n",
      "SMA Absolute = 68.9\n",
      "Error for the Trip = -4.02 %\n",
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 2912695\n",
      "Length of stacked DF length after = 2915575\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 98.6 MiB/ 98.6 MiB]                                                \n",
      "Operation completed over 1 objects/98.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1293\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -5.11 %\n",
      "length of the test trip df = 6180\n",
      "Length of stacked DF length prior = 2915575\n",
      "Length of stacked DF length after = 2921755\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 98.8 MiB/ 98.8 MiB]                                                \n",
      "Operation completed over 1 objects/98.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1294\n",
      "SMA Absolute = 71.3\n",
      "Error for the Trip = -6.83 %\n",
      "length of the test trip df = 3420\n",
      "Length of stacked DF length prior = 2921755\n",
      "Length of stacked DF length after = 2925175\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 98.9 MiB/ 98.9 MiB]                                                \n",
      "Operation completed over 1 objects/98.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1295\n",
      "SMA Absolute = 93.6\n",
      "Error for the Trip = -6.08 %\n",
      "length of the test trip df = 6360\n",
      "Length of stacked DF length prior = 2925175\n",
      "Length of stacked DF length after = 2931535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 99.2 MiB/ 99.2 MiB]                                                \n",
      "Operation completed over 1 objects/99.2 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1296\n",
      "SMA Absolute = 72.2\n",
      "Error for the Trip = -5.10 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 2931535\n",
      "Length of stacked DF length after = 2934595\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 99.3 MiB/ 99.3 MiB]                                                \n",
      "Operation completed over 1 objects/99.3 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1297\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -2.50 %\n",
      "length of the test trip df = 6540\n",
      "Length of stacked DF length prior = 2934595\n",
      "Length of stacked DF length after = 2941135\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 99.5 MiB/ 99.5 MiB]                                                \n",
      "Operation completed over 1 objects/99.5 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1298\n",
      "SMA Absolute = 68.2\n",
      "Error for the Trip = -0.80 %\n",
      "length of the test trip df = 2820\n",
      "Length of stacked DF length prior = 2941135\n",
      "Length of stacked DF length after = 2943955\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 99.6 MiB/ 99.6 MiB]                                                \n",
      "Operation completed over 1 objects/99.6 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1299\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -2.30 %\n",
      "length of the test trip df = 5700\n",
      "Length of stacked DF length prior = 2943955\n",
      "Length of stacked DF length after = 2949655\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][ 99.8 MiB/ 99.8 MiB]                                                \n",
      "Operation completed over 1 objects/99.8 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1300\n",
      "SMA Absolute = 70.7\n",
      "Error for the Trip = 0.13 %\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "length of the test trip df = 2880\n",
      "Length of stacked DF length prior = 2949655\n",
      "Length of stacked DF length after = 2952535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 99.9 MiB/ 99.9 MiB]                                                \n",
      "Operation completed over 1 objects/99.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1301\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 2952535\n",
      "Length of stacked DF length after = 2952715\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][ 99.9 MiB/ 99.9 MiB]                                                \n",
      "Operation completed over 1 objects/99.9 MiB.                                     \n",
      "----------------------\n",
      "Test Trip 1302\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = -11.02 %\n",
      "length of the test trip df = 7140\n",
      "Length of stacked DF length prior = 2952715\n",
      "Length of stacked DF length after = 2959855\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][100.1 MiB/100.1 MiB]                                                \n",
      "Operation completed over 1 objects/100.1 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1303\n",
      "SMA Absolute = 71.6\n",
      "Error for the Trip = -0.38 %\n",
      "length of the test trip df = 2700\n",
      "Length of stacked DF length prior = 2959855\n",
      "Length of stacked DF length after = 2962555\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][100.2 MiB/100.2 MiB]                                                \n",
      "Operation completed over 1 objects/100.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1304\n",
      "SMA Absolute = 93.8\n",
      "Error for the Trip = -16.00 %\n",
      "length of the test trip df = 6660\n",
      "Length of stacked DF length prior = 2962555\n",
      "Length of stacked DF length after = 2969215\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "/ [1 files][100.4 MiB/100.4 MiB]                                                \n",
      "Operation completed over 1 objects/100.4 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1305\n",
      "SMA Absolute = 72.8\n",
      "Error for the Trip = -5.91 %\n",
      "length of the test trip df = 3000\n",
      "Length of stacked DF length prior = 2969215\n",
      "Length of stacked DF length after = 2972215\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][100.5 MiB/100.5 MiB]                                                \n",
      "Operation completed over 1 objects/100.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1306\n",
      "SMA Absolute = 93.4\n",
      "Error for the Trip = -102577611298033.34 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 2972215\n",
      "Length of stacked DF length after = 2972515\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][100.5 MiB/100.5 MiB]                                                \n",
      "Operation completed over 1 objects/100.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1307\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = 2.61 %\n",
      "length of the test trip df = 11580\n",
      "Length of stacked DF length prior = 2972515\n",
      "Length of stacked DF length after = 2984095\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][100.9 MiB/100.9 MiB]                                                \n",
      "Operation completed over 1 objects/100.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1308\n",
      "SMA Absolute = 63.5\n",
      "Error for the Trip = -8.83 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 2984095\n",
      "Length of stacked DF length after = 2987155\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][101.0 MiB/101.0 MiB]                                                \n",
      "Operation completed over 1 objects/101.0 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1309\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -36.47 %\n",
      "length of the test trip df = 6780\n",
      "Length of stacked DF length prior = 2987155\n",
      "Length of stacked DF length after = 2993935\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][101.3 MiB/101.3 MiB]                                                \n",
      "Operation completed over 1 objects/101.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1310\n",
      "SMA Absolute = 72.2\n",
      "Error for the Trip = -13.15 %\n",
      "length of the test trip df = 3180\n",
      "Length of stacked DF length prior = 2993935\n",
      "Length of stacked DF length after = 2997115\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][101.4 MiB/101.4 MiB]                                                \n",
      "Operation completed over 1 objects/101.4 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1311\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 3.57 %\n",
      "length of the test trip df = 5160\n",
      "Length of stacked DF length prior = 2997115\n",
      "Length of stacked DF length after = 3002275\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][101.6 MiB/101.6 MiB]                                                \n",
      "Operation completed over 1 objects/101.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1312\n",
      "SMA Absolute = 59.7\n",
      "Error for the Trip = 3.55 %\n",
      "length of the test trip df = 2940\n",
      "Length of stacked DF length prior = 3002275\n",
      "Length of stacked DF length after = 3005215\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][101.7 MiB/101.7 MiB]                                                \n",
      "Operation completed over 1 objects/101.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1313\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -34.37 %\n",
      "length of the test trip df = 6540\n",
      "Length of stacked DF length prior = 3005215\n",
      "Length of stacked DF length after = 3011755\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][101.9 MiB/101.9 MiB]                                                \n",
      "Operation completed over 1 objects/101.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1314\n",
      "SMA Absolute = 72.7\n",
      "Error for the Trip = 10.59 %\n",
      "length of the test trip df = 2520\n",
      "Length of stacked DF length prior = 3011755\n",
      "Length of stacked DF length after = 3014275\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][102.0 MiB/102.0 MiB]                                                \n",
      "Operation completed over 1 objects/102.0 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1315\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = 10.88 %\n",
      "length of the test trip df = 6900\n",
      "Length of stacked DF length prior = 3014275\n",
      "Length of stacked DF length after = 3021175\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][102.2 MiB/102.2 MiB]                                                \n",
      "Operation completed over 1 objects/102.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1316\n",
      "SMA Absolute = 54.2\n",
      "Error for the Trip = -2.62 %\n",
      "length of the test trip df = 2700\n",
      "Length of stacked DF length prior = 3021175\n",
      "Length of stacked DF length after = 3023875\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][102.3 MiB/102.3 MiB]                                                \n",
      "Operation completed over 1 objects/102.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1317\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -10.82 %\n",
      "length of the test trip df = 5400\n",
      "Length of stacked DF length prior = 3023875\n",
      "Length of stacked DF length after = 3029275\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][102.5 MiB/102.5 MiB]                                                \n",
      "Operation completed over 1 objects/102.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1318\n",
      "SMA Absolute = 72.8\n",
      "Error for the Trip = -190.38 %\n",
      "length of the test trip df = 840\n",
      "Length of stacked DF length prior = 3029275\n",
      "Length of stacked DF length after = 3030115\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][102.5 MiB/102.5 MiB]                                                \n",
      "Operation completed over 1 objects/102.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1319\n",
      "SMA Absolute = 73.2\n",
      "Error for the Trip = 2.24 %\n",
      "length of the test trip df = 3720\n",
      "Length of stacked DF length prior = 3030115\n",
      "Length of stacked DF length after = 3033835\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "/ [1 files][102.6 MiB/102.6 MiB]                                                \n",
      "Operation completed over 1 objects/102.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1320\n",
      "SMA Absolute = 45.3\n",
      "Error for the Trip = -0.85 %\n",
      "length of the test trip df = 2700\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3033835\n",
      "Length of stacked DF length after = 3036535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "- [1 files][102.7 MiB/102.7 MiB]                                                \n",
      "Operation completed over 1 objects/102.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1321\n",
      "SMA Absolute = 20.1\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3036535\n",
      "Length of stacked DF length after = 3036595\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][102.7 MiB/102.7 MiB]                                                \n",
      "Operation completed over 1 objects/102.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1322\n",
      "SMA Absolute = 93.6\n",
      "Error for the Trip = -3.14 %\n",
      "length of the test trip df = 7500\n",
      "Length of stacked DF length prior = 3036595\n",
      "Length of stacked DF length after = 3044095\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.0 MiB/103.0 MiB]                                                \n",
      "Operation completed over 1 objects/103.0 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1323\n",
      "SMA Absolute = 70.7\n",
      "Error for the Trip = 8.85 %\n",
      "length of the test trip df = 2760\n",
      "Length of stacked DF length prior = 3044095\n",
      "Length of stacked DF length after = 3046855\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.1 MiB/103.1 MiB]                                                \n",
      "Operation completed over 1 objects/103.1 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1324\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = 2.39 %\n",
      "length of the test trip df = 540\n",
      "Length of stacked DF length prior = 3046855\n",
      "Length of stacked DF length after = 3047395\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.1 MiB/103.1 MiB]                                                \n",
      "Operation completed over 1 objects/103.1 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1325\n",
      "SMA Absolute = 92.2\n",
      "Error for the Trip = -7.39 %\n",
      "length of the test trip df = 3840\n",
      "Length of stacked DF length prior = 3047395\n",
      "Length of stacked DF length after = 3051235\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.2 MiB/103.2 MiB]                                                \n",
      "Operation completed over 1 objects/103.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1326\n",
      "SMA Absolute = 71.5\n",
      "Error for the Trip = 2.15 %\n",
      "length of the test trip df = 2700\n",
      "Length of stacked DF length prior = 3051235\n",
      "Length of stacked DF length after = 3053935\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "/ [1 files][103.3 MiB/103.3 MiB]                                                \n",
      "Operation completed over 1 objects/103.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1327\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3053935\n",
      "Length of stacked DF length after = 3054175\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "/ [1 files][103.3 MiB/103.3 MiB]                                                \n",
      "Operation completed over 1 objects/103.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1328\n",
      "SMA Absolute = 93.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 360\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3054175\n",
      "Length of stacked DF length after = 3054535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.3 MiB/103.3 MiB]                                                \n",
      "Operation completed over 1 objects/103.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1329\n",
      "SMA Absolute = 79.4\n",
      "Error for the Trip = 3.66 %\n",
      "length of the test trip df = 3180\n",
      "Length of stacked DF length prior = 3054535\n",
      "Length of stacked DF length after = 3057715\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.4 MiB/103.4 MiB]                                                \n",
      "Operation completed over 1 objects/103.4 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1330\n",
      "SMA Absolute = 93.5\n",
      "Error for the Trip = 10.26 %\n",
      "length of the test trip df = 5700\n",
      "Length of stacked DF length prior = 3057715\n",
      "Length of stacked DF length after = 3063415\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][103.6 MiB/103.6 MiB]                                                \n",
      "Operation completed over 1 objects/103.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1331\n",
      "SMA Absolute = 67.2\n",
      "Error for the Trip = -1.63 %\n",
      "length of the test trip df = 2940\n",
      "Length of stacked DF length prior = 3063415\n",
      "Length of stacked DF length after = 3066355\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.7 MiB/103.7 MiB]                                                \n",
      "Operation completed over 1 objects/103.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1332\n",
      "SMA Absolute = 41.6\n",
      "Error for the Trip = -42.56 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 3066355\n",
      "Length of stacked DF length after = 3066475\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.7 MiB/103.7 MiB]                                                \n",
      "Operation completed over 1 objects/103.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1333\n",
      "SMA Absolute = 94.9\n",
      "Error for the Trip = -4319503974300.00 %\n",
      "length of the test trip df = 60\n",
      "Length of stacked DF length prior = 3066475\n",
      "Length of stacked DF length after = 3066535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][103.7 MiB/103.7 MiB]                                                \n",
      "Operation completed over 1 objects/103.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1334\n",
      "SMA Absolute = 94.8\n",
      "Error for the Trip = 4.24 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 3066535\n",
      "Length of stacked DF length after = 3066895\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.7 MiB/103.7 MiB]                                                \n",
      "Operation completed over 1 objects/103.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1335\n",
      "SMA Absolute = 93.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3066895\n",
      "Length of stacked DF length after = 3066955\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.7 MiB/103.7 MiB]                                                \n",
      "Operation completed over 1 objects/103.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1336\n",
      "SMA Absolute = 93.7\n",
      "Error for the Trip = 32.91 %\n",
      "length of the test trip df = 300\n",
      "Length of stacked DF length prior = 3066955\n",
      "Length of stacked DF length after = 3067255\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][103.8 MiB/103.8 MiB]                                                \n",
      "Operation completed over 1 objects/103.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1337\n",
      "SMA Absolute = 93.0\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3067255\n",
      "Length of stacked DF length after = 3067435\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][103.8 MiB/103.8 MiB]                                                \n",
      "Operation completed over 1 objects/103.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1338\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = 14.69 %\n",
      "length of the test trip df = 5040\n",
      "Length of stacked DF length prior = 3067435\n",
      "Length of stacked DF length after = 3072475\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][103.9 MiB/103.9 MiB]                                                \n",
      "Operation completed over 1 objects/103.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1339\n",
      "SMA Absolute = 64.7\n",
      "Error for the Trip = 1.69 %\n",
      "length of the test trip df = 2280\n",
      "Length of stacked DF length prior = 3072475\n",
      "Length of stacked DF length after = 3074755\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][104.0 MiB/104.0 MiB]                                                \n",
      "Operation completed over 1 objects/104.0 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1340\n",
      "SMA Absolute = 93.0\n",
      "Error for the Trip = -7.37 %\n",
      "length of the test trip df = 6480\n",
      "Length of stacked DF length prior = 3074755\n",
      "Length of stacked DF length after = 3081235\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][104.2 MiB/104.2 MiB]                                                \n",
      "Operation completed over 1 objects/104.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1341\n",
      "SMA Absolute = 72.7\n",
      "Error for the Trip = -1.03 %\n",
      "length of the test trip df = 3120\n",
      "Length of stacked DF length prior = 3081235\n",
      "Length of stacked DF length after = 3084355\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][104.3 MiB/104.3 MiB]                                                \n",
      "Operation completed over 1 objects/104.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1342\n",
      "SMA Absolute = 93.3\n",
      "Error for the Trip = -22.51 %\n",
      "length of the test trip df = 5220\n",
      "Length of stacked DF length prior = 3084355\n",
      "Length of stacked DF length after = 3089575\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][104.5 MiB/104.5 MiB]                                                \n",
      "Operation completed over 1 objects/104.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1343\n",
      "SMA Absolute = 74.9\n",
      "Error for the Trip = 18.05 %\n",
      "length of the test trip df = 3360\n",
      "Length of stacked DF length prior = 3089575\n",
      "Length of stacked DF length after = 3092935\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][104.6 MiB/104.6 MiB]                                                \n",
      "Operation completed over 1 objects/104.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1344\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -6.93 %\n",
      "length of the test trip df = 4800\n",
      "Length of stacked DF length prior = 3092935\n",
      "Length of stacked DF length after = 3097735\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][104.8 MiB/104.8 MiB]                                                \n",
      "Operation completed over 1 objects/104.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1345\n",
      "SMA Absolute = 74.7\n",
      "Error for the Trip = -14.63 %\n",
      "length of the test trip df = 2820\n",
      "Length of stacked DF length prior = 3097735\n",
      "Length of stacked DF length after = 3100555\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][104.9 MiB/104.9 MiB]                                                \n",
      "Operation completed over 1 objects/104.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1346\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3100555\n",
      "Length of stacked DF length after = 3100615\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][104.9 MiB/104.9 MiB]                                                \n",
      "Operation completed over 1 objects/104.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1347\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = -11.03 %\n",
      "length of the test trip df = 6120\n",
      "Length of stacked DF length prior = 3100615\n",
      "Length of stacked DF length after = 3106735\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.1 MiB/105.1 MiB]                                                \n",
      "Operation completed over 1 objects/105.1 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1348\n",
      "SMA Absolute = 75.0\n",
      "Error for the Trip = 2.92 %\n",
      "length of the test trip df = 2640\n",
      "Length of stacked DF length prior = 3106735\n",
      "Length of stacked DF length after = 3109375\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1349\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3109375\n",
      "Length of stacked DF length after = 3109435\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1350\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3109435\n",
      "Length of stacked DF length after = 3109555\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1351\n",
      "SMA Absolute = 52.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3109555\n",
      "Length of stacked DF length after = 3109675\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1352\n",
      "SMA Absolute = 92.6\n",
      "Error for the Trip = -812683572019100.00 %\n",
      "length of the test trip df = 660\n",
      "Length of stacked DF length prior = 3109675\n",
      "Length of stacked DF length after = 3110335\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "\\ [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1353\n",
      "SMA Absolute = 91.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3110335\n",
      "Length of stacked DF length after = 3110575\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1354\n",
      "SMA Absolute = 91.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3110575\n",
      "Length of stacked DF length after = 3110875\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1355\n",
      "SMA Absolute = 91.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3110875\n",
      "Length of stacked DF length after = 3111115\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1356\n",
      "SMA Absolute = 91.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 960\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3111115\n",
      "Length of stacked DF length after = 3112075\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1357\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3112075\n",
      "Length of stacked DF length after = 3112135\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1358\n",
      "SMA Absolute = 91.4\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3112135\n",
      "Length of stacked DF length after = 3112255\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1359\n",
      "SMA Absolute = 91.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3112255\n",
      "Length of stacked DF length after = 3112315\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.2 MiB/105.2 MiB]                                                \n",
      "Operation completed over 1 objects/105.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1360\n",
      "SMA Absolute = 91.2\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3112315\n",
      "Length of stacked DF length after = 3112615\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.3 MiB/105.3 MiB]                                                \n",
      "Operation completed over 1 objects/105.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1361\n",
      "SMA Absolute = 91.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 720\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3112615\n",
      "Length of stacked DF length after = 3113335\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.3 MiB/105.3 MiB]                                                \n",
      "Operation completed over 1 objects/105.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1362\n",
      "SMA Absolute = 89.5\n",
      "Error for the Trip = -2.20 %\n",
      "length of the test trip df = 4740\n",
      "Length of stacked DF length prior = 3113335\n",
      "Length of stacked DF length after = 3118075\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.4 MiB/105.4 MiB]                                                \n",
      "Operation completed over 1 objects/105.4 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1363\n",
      "SMA Absolute = 69.9\n",
      "Error for the Trip = -232318863496433.34 %\n",
      "length of the test trip df = 120\n",
      "Length of stacked DF length prior = 3118075\n",
      "Length of stacked DF length after = 3118195\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.4 MiB/105.4 MiB]                                                \n",
      "Operation completed over 1 objects/105.4 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1364\n",
      "SMA Absolute = 69.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3118195\n",
      "Length of stacked DF length after = 3118375\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.4 MiB/105.4 MiB]                                                \n",
      "Operation completed over 1 objects/105.4 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1365\n",
      "SMA Absolute = 91.1\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3118375\n",
      "Length of stacked DF length after = 3118555\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.4 MiB/105.4 MiB]                                                \n",
      "Operation completed over 1 objects/105.4 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1366\n",
      "SMA Absolute = 91.0\n",
      "Error for the Trip = -20.67 %\n",
      "length of the test trip df = 600\n",
      "Length of stacked DF length prior = 3118555\n",
      "Length of stacked DF length after = 3119155\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.5 MiB/105.5 MiB]                                                \n",
      "Operation completed over 1 objects/105.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1367\n",
      "SMA Absolute = 90.0\n",
      "Error for the Trip = 9.55 %\n",
      "length of the test trip df = 240\n",
      "Length of stacked DF length prior = 3119155\n",
      "Length of stacked DF length after = 3119395\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.5 MiB/105.5 MiB]                                                \n",
      "Operation completed over 1 objects/105.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1368\n",
      "SMA Absolute = 48.7\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3119395\n",
      "Length of stacked DF length after = 3119515\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.5 MiB/105.5 MiB]                                                \n",
      "Operation completed over 1 objects/105.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1369\n",
      "SMA Absolute = 48.7\n",
      "Error for the Trip = -29.08 %\n",
      "length of the test trip df = 480\n",
      "Length of stacked DF length prior = 3119515\n",
      "Length of stacked DF length after = 3119995\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "- [1 files][105.5 MiB/105.5 MiB]                                                \n",
      "Operation completed over 1 objects/105.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1370\n",
      "SMA Absolute = 48.2\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3119995\n",
      "Length of stacked DF length after = 3120055\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.5 MiB/105.5 MiB]                                                \n",
      "Operation completed over 1 objects/105.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1371\n",
      "SMA Absolute = 90.1\n",
      "Error for the Trip = -31.85 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 3120055\n",
      "Length of stacked DF length after = 3120415\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.5 MiB/105.5 MiB]                                                \n",
      "Operation completed over 1 objects/105.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1372\n",
      "SMA Absolute = 89.6\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3120415\n",
      "Length of stacked DF length after = 3120475\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.5 MiB/105.5 MiB]                                                \n",
      "Operation completed over 1 objects/105.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1373\n",
      "SMA Absolute = 71.1\n",
      "Error for the Trip = 0.61 %\n",
      "length of the test trip df = 3180\n",
      "Length of stacked DF length prior = 3120475\n",
      "Length of stacked DF length after = 3123655\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.6 MiB/105.6 MiB]                                                \n",
      "Operation completed over 1 objects/105.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1374\n",
      "SMA Absolute = 48.2\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3123655\n",
      "Length of stacked DF length after = 3123715\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.6 MiB/105.6 MiB]                                                \n",
      "Operation completed over 1 objects/105.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1375\n",
      "SMA Absolute = 92.7\n",
      "Error for the Trip = 2.82 %\n",
      "length of the test trip df = 3120\n",
      "Length of stacked DF length prior = 3123715\n",
      "Length of stacked DF length after = 3126835\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.7 MiB/105.7 MiB]                                                \n",
      "Operation completed over 1 objects/105.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1376\n",
      "SMA Absolute = 77.9\n",
      "Error for the Trip = -7.96 %\n",
      "length of the test trip df = 2940\n",
      "Length of stacked DF length prior = 3126835\n",
      "Length of stacked DF length after = 3129775\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][105.8 MiB/105.8 MiB]                                                \n",
      "Operation completed over 1 objects/105.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1377\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -15.94 %\n",
      "length of the test trip df = 5760\n",
      "Length of stacked DF length prior = 3129775\n",
      "Length of stacked DF length after = 3135535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.0 MiB/106.0 MiB]                                                \n",
      "Operation completed over 1 objects/106.0 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1378\n",
      "SMA Absolute = 77.4\n",
      "Error for the Trip = 1.75 %\n",
      "length of the test trip df = 3000\n",
      "Length of stacked DF length prior = 3135535\n",
      "Length of stacked DF length after = 3138535\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "/ [1 files][106.1 MiB/106.1 MiB]                                                \n",
      "Operation completed over 1 objects/106.1 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1379\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -4.46 %\n",
      "length of the test trip df = 4200\n",
      "Length of stacked DF length prior = 3138535\n",
      "Length of stacked DF length after = 3142735\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.2 MiB/106.2 MiB]                                                \n",
      "Operation completed over 1 objects/106.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1380\n",
      "SMA Absolute = 80.4\n",
      "Error for the Trip = -3.49 %\n",
      "length of the test trip df = 2640\n",
      "Length of stacked DF length prior = 3142735\n",
      "Length of stacked DF length after = 3145375\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.3 MiB/106.3 MiB]                                                \n",
      "Operation completed over 1 objects/106.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1381\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -8.79 %\n",
      "length of the test trip df = 7860\n",
      "Length of stacked DF length prior = 3145375\n",
      "Length of stacked DF length after = 3153235\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.6 MiB/106.6 MiB]                                                \n",
      "Operation completed over 1 objects/106.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1382\n",
      "SMA Absolute = 77.2\n",
      "Error for the Trip = -26.13 %\n",
      "length of the test trip df = 3060\n",
      "Length of stacked DF length prior = 3153235\n",
      "Length of stacked DF length after = 3156295\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.7 MiB/106.7 MiB]                                                \n",
      "Operation completed over 1 objects/106.7 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1383\n",
      "SMA Absolute = 92.6\n",
      "Error for the Trip = -14.02 %\n",
      "length of the test trip df = 4800\n",
      "Length of stacked DF length prior = 3156295\n",
      "Length of stacked DF length after = 3161095\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.9 MiB/106.9 MiB]                                                \n",
      "Operation completed over 1 objects/106.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1384\n",
      "SMA Absolute = 80.7\n",
      "Error for the Trip = -4.06 %\n",
      "length of the test trip df = 1860\n",
      "Length of stacked DF length prior = 3161095\n",
      "Length of stacked DF length after = 3162955\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.9 MiB/106.9 MiB]                                                \n",
      "Operation completed over 1 objects/106.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1385\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3162955\n",
      "Length of stacked DF length after = 3163075\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.9 MiB/106.9 MiB]                                                \n",
      "Operation completed over 1 objects/106.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1386\n",
      "SMA Absolute = 93.0\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3163075\n",
      "Length of stacked DF length after = 3163135\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.9 MiB/106.9 MiB]                                                \n",
      "Operation completed over 1 objects/106.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1387\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = -78.69 %\n",
      "length of the test trip df = 360\n",
      "Length of stacked DF length prior = 3163135\n",
      "Length of stacked DF length after = 3163495\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.9 MiB/106.9 MiB]                                                \n",
      "Operation completed over 1 objects/106.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1388\n",
      "SMA Absolute = 92.8\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3163495\n",
      "Length of stacked DF length after = 3163615\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][106.9 MiB/106.9 MiB]                                                \n",
      "Operation completed over 1 objects/106.9 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1389\n",
      "SMA Absolute = 92.8\n",
      "Error for the Trip = -21.62 %\n",
      "length of the test trip df = 660\n",
      "Length of stacked DF length prior = 3163615\n",
      "Length of stacked DF length after = 3164275\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.0 MiB/107.0 MiB]                                                \n",
      "Operation completed over 1 objects/107.0 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1390\n",
      "SMA Absolute = 92.6\n",
      "Error for the Trip = -8.80 %\n",
      "length of the test trip df = 5940\n",
      "Length of stacked DF length prior = 3164275\n",
      "Length of stacked DF length after = 3170215\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.2 MiB/107.2 MiB]                                                \n",
      "Operation completed over 1 objects/107.2 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1391\n",
      "SMA Absolute = 76.9\n",
      "Error for the Trip = -9.47 %\n",
      "length of the test trip df = 3180\n",
      "Length of stacked DF length prior = 3170215\n",
      "Length of stacked DF length after = 3173395\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.3 MiB/107.3 MiB]                                                \n",
      "Operation completed over 1 objects/107.3 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1392\n",
      "SMA Absolute = 92.5\n",
      "Error for the Trip = -6.88 %\n",
      "length of the test trip df = 5820\n",
      "Length of stacked DF length prior = 3173395\n",
      "Length of stacked DF length after = 3179215\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.5 MiB/107.5 MiB]                                                \n",
      "Operation completed over 1 objects/107.5 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1393\n",
      "SMA Absolute = 76.4\n",
      "Error for the Trip = 6.70 %\n",
      "length of the test trip df = 3240\n",
      "Length of stacked DF length prior = 3179215\n",
      "Length of stacked DF length after = 3182455\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.6 MiB/107.6 MiB]                                                \n",
      "Operation completed over 1 objects/107.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1394\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3182455\n",
      "Length of stacked DF length after = 3182695\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.6 MiB/107.6 MiB]                                                \n",
      "Operation completed over 1 objects/107.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1395\n",
      "SMA Absolute = 92.9\n",
      "Error for the Trip = nan %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3182695\n",
      "Length of stacked DF length after = 3182755\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "/ [1 files][107.6 MiB/107.6 MiB]                                                \n",
      "Operation completed over 1 objects/107.6 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1396\n",
      "SMA Absolute = 93.1\n",
      "Error for the Trip = -18.18 %\n",
      "length of the test trip df = 5580\n",
      "Length of stacked DF length prior = 3182755\n",
      "Length of stacked DF length after = 3188335\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.8 MiB/107.8 MiB]                                                \n",
      "Operation completed over 1 objects/107.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1397\n",
      "SMA Absolute = 75.8\n",
      "Error for the Trip = 8.43 %\n",
      "length of the test trip df = 1260\n",
      "Length of stacked DF length prior = 3188335\n",
      "Length of stacked DF length after = 3189595\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "- [1 files][107.8 MiB/107.8 MiB]                                                \n",
      "Operation completed over 1 objects/107.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1398\n",
      "SMA Absolute = 64.6\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3189595\n",
      "Length of stacked DF length after = 3189655\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.8 MiB/107.8 MiB]                                                \n",
      "Operation completed over 1 objects/107.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1399\n",
      "SMA Absolute = 64.5\n",
      "Error for the Trip = -inf %\n",
      "length of the test trip df = 60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/envs/py3env/lib/python3.5/site-packages/ipykernel/__main__.py:34: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of stacked DF length prior = 3189655\n",
      "Length of stacked DF length after = 3189715\n",
      "Copying file://stacked_data_xgb.csv [Content-Type=text/csv]...\n",
      "| [1 files][107.8 MiB/107.8 MiB]                                                \n",
      "Operation completed over 1 objects/107.8 MiB.                                    \n",
      "----------------------\n",
      "Test Trip 1400\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "single positional indexer is out-of-bounds",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-edf8368e283a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m   \u001b[0mtest_trip\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrainset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtrainset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"combine\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m   \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Test Trip {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m   \u001b[0msma_absolute\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest_trip\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"EVSMA_EWMA\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m   \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"SMA Absolute = {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msma_absolute\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/envs/py3env/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1371\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1372\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1373\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1374\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1375\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/envs/py3env/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1828\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1829\u001b[0m             \u001b[0;31m# validate the location\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1830\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_valid_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1831\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1832\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/envs/py3env/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_is_valid_integer\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1711\u001b[0m         \u001b[0ml\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1712\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0ml\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0ml\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1713\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"single positional indexer is out-of-bounds\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1714\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1715\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: single positional indexer is out-of-bounds"
     ]
    }
   ],
   "source": [
    "for i in range(701, 1401):\n",
    "  print(\"----------------------\")\n",
    "  test_trip = trainset[trainset[\"combine\"] == i]\n",
    "  print(\"Test Trip {}\".format(i))\n",
    "  sma_absolute = test_trip[\"EVSMA_EWMA\"].iloc[0]\n",
    "  print(\"SMA Absolute = {}\".format(sma_absolute))\n",
    "\n",
    "  sma_actual = test_trip[\"EVSMA_EWMA\"]\n",
    "\n",
    "  test_trip = test_trip.drop(columns = [\"IMEI\", \"EVSMA_EWMA\", \"tp\", \"combine\"])\n",
    "\n",
    "  x_test_trip = test_trip.drop(columns = [\"EVSMA_delta\"])\n",
    "  y_test_trip = test_trip[\"EVSMA_delta\"]\n",
    "  \n",
    "  d_test_trip = xgb.DMatrix(x_test_trip)\n",
    "  predictions = model_train.predict(d_test_trip)\n",
    "  \n",
    "  for i in range(0, len(predictions)):\n",
    "    if predictions[i]<0:\n",
    "      predictions[i]=0\n",
    "      \n",
    "  # making a dataframe of actual and predicted values\n",
    "  test_trip_df = pd.DataFrame({\n",
    "    \"y\": y_test_trip,\n",
    "    \"yhat\": predictions\n",
    "  })\n",
    "  \n",
    "  sma_list = []\n",
    "  for i in range(0, len(predictions)):\n",
    "    temp_sma = sma_absolute - predictions[i]\n",
    "    sma_list.append(temp_sma)\n",
    "    sma_absolute = temp_sma\n",
    "    \n",
    "  err = (((sma_list[-1] - list(sma_actual)[-1])))/(list(sma_actual)[0] - list(sma_actual)[-1])\n",
    "  print(\"Error for the Trip = {:.2f} %\".format(err * 100))\n",
    "    \n",
    "  stacked_df = pd.DataFrame({\n",
    "    \"y\": sma_actual,\n",
    "    \"yhat\": sma_list\n",
    "  }).reset_index(drop = True)\n",
    "  \n",
    "  print(\"length of the test trip df = {}\".format(len(stacked_df)))\n",
    "  \n",
    "  mybucket = storage.Bucket(BUCKET_NAME)\n",
    "  data_csv = mybucket.object(FOLDER_NAME + \"/\" + \"stacked_data_xgb.csv\")\n",
    "  uri = data_csv.uri\n",
    "  %gcs read --object $uri --variable data\n",
    "  stacked_xgb = pd.read_csv(BytesIO(data))\n",
    "\n",
    "  print(\"Length of stacked DF length prior = {}\".format(len(stacked_xgb)))\n",
    "  \n",
    "  stacked_df = pd.concat((stacked_xgb, stacked_df), axis = 0).reset_index(drop = True)\n",
    "  \n",
    "  print(\"Length of stacked DF length after = {}\".format(len(stacked_df)))\n",
    "  \n",
    "  stacked_df.to_csv('stacked_data_xgb.csv', index = False)\n",
    "  !gsutil cp 'stacked_data_xgb.csv' 'gs://msil_raw/training_data/stacked_data_xgb.csv'\n",
    "  %gcs read --object gs://msil_raw/training_data/stacked_data_xgb.csv --variable stacked_data\n",
    "  df2 = pd.read_csv(BytesIO(stacked_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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